BibTeX records: Nigam H. Shah

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@article{DBLP:journals/midm/GuoMASFPFLJSS24,
  author       = {Lin Lawrence Guo and
                  Keith E. Morse and
                  Catherine Aftandilian and
                  Ethan Steinberg and
                  Jason Alan Fries and
                  Jos{\'{e}} D. Posada and
                  Scott Lanyon Fleming and
                  Joshua Lemmon and
                  Karim Jessa and
                  Nigam Shah and
                  Lillian Sung},
  title        = {Characterizing the limitations of using diagnosis codes in the context
                  of machine learning for healthcare},
  journal      = {{BMC} Medical Informatics Decis. Mak.},
  volume       = {24},
  number       = {1},
  pages        = {51},
  year         = {2024},
  url          = {https://doi.org/10.1186/s12911-024-02449-8},
  doi          = {10.1186/S12911-024-02449-8},
  timestamp    = {Tue, 20 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/midm/GuoMASFPFLJSS24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/FlemingLHJRTBGS24,
  author       = {Scott L. Fleming and
                  Alejandro Lozano and
                  William J. Haberkorn and
                  Jenelle A. Jindal and
                  Eduardo Pontes Reis and
                  Rahul Thapa and
                  Louis Blankemeier and
                  Julian Z. Genkins and
                  Ethan Steinberg and
                  Ashwin Nayak and
                  Birju S. Patel and
                  Chia{-}Chun Chiang and
                  Alison Callahan and
                  Zepeng Huo and
                  Sergios Gatidis and
                  Scott J. Adams and
                  Oluseyi Fayanju and
                  Shreya J. Shah and
                  Thomas Savage and
                  Ethan Goh and
                  Akshay S. Chaudhari and
                  Nima Aghaeepour and
                  Christopher D. Sharp and
                  Michael A. Pfeffer and
                  Percy Liang and
                  Jonathan H. Chen and
                  Keith E. Morse and
                  Emma P. Brunskill and
                  Jason A. Fries and
                  Nigam H. Shah},
  editor       = {Michael J. Wooldridge and
                  Jennifer G. Dy and
                  Sriraam Natarajan},
  title        = {MedAlign: {A} Clinician-Generated Dataset for Instruction Following
                  with Electronic Medical Records},
  booktitle    = {Thirty-Eighth {AAAI} Conference on Artificial Intelligence, {AAAI}
                  2024, Thirty-Sixth Conference on Innovative Applications of Artificial
                  Intelligence, {IAAI} 2024, Fourteenth Symposium on Educational Advances
                  in Artificial Intelligence, {EAAI} 2014, February 20-27, 2024, Vancouver,
                  Canada},
  pages        = {22021--22030},
  publisher    = {{AAAI} Press},
  year         = {2024},
  url          = {https://doi.org/10.1609/aaai.v38i20.30205},
  doi          = {10.1609/AAAI.V38I20.30205},
  timestamp    = {Tue, 02 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/FlemingLHJRTBGS24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-05125,
  author       = {Michael Wornow and
                  Alejandro Lozano and
                  Dev Dash and
                  Jenelle A. Jindal and
                  Kenneth W. Mahaffey and
                  Nigam H. Shah},
  title        = {Zero-Shot Clinical Trial Patient Matching with LLMs},
  journal      = {CoRR},
  volume       = {abs/2402.05125},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.05125},
  doi          = {10.48550/ARXIV.2402.05125},
  eprinttype    = {arXiv},
  eprint       = {2402.05125},
  timestamp    = {Wed, 14 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-05125.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-07911,
  author       = {Alison Callahan and
                  Duncan C. McElfresh and
                  Juan M. Banda and
                  Gabrielle Bunney and
                  Danton Char and
                  Jonathan H. Chen and
                  Conor K. Corbin and
                  Debadutta Dash and
                  Norman L. Downing and
                  Sneha S. Jain and
                  Nikesh Kotecha and
                  Jonathan Masterson and
                  Michelle M. Mello and
                  Keith E. Morse and
                  Srikar Nallan and
                  Abby Pandya and
                  Anurang Revri and
                  Aditya Sharma and
                  Christopher D. Sharp and
                  Rahul Thapa and
                  Michael Wornow and
                  Alaa Youssef and
                  Michael A. Pfeffer and
                  Nigam H. Shah},
  title        = {Standing on {FURM} ground - {A} framework for evaluating Fair, Useful,
                  and Reliable {AI} Models in healthcare systems},
  journal      = {CoRR},
  volume       = {abs/2403.07911},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2403.07911},
  doi          = {10.48550/ARXIV.2403.07911},
  eprinttype    = {arXiv},
  eprint       = {2403.07911},
  timestamp    = {Thu, 04 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2403-07911.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/SinghSV23,
  author       = {Karandeep Singh and
                  Nigam H. Shah and
                  Andrew J. Vickers},
  title        = {Assessing the net benefit of machine learning models in the presence
                  of resource constraints},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {30},
  number       = {4},
  pages        = {668--673},
  year         = {2023},
  url          = {https://doi.org/10.1093/jamia/ocad006},
  doi          = {10.1093/JAMIA/OCAD006},
  timestamp    = {Sat, 29 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/SinghSV23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/CaglieroDSFC23,
  author       = {Diana Cagliero and
                  Natalie Deuitch and
                  Nigam Shah and
                  Chris Feudtner and
                  Danton Char},
  title        = {A framework to identify ethical concerns with ML-guided care workflows:
                  a case study of mortality prediction to guide advance care planning},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {30},
  number       = {5},
  pages        = {819--827},
  year         = {2023},
  url          = {https://doi.org/10.1093/jamia/ocad022},
  doi          = {10.1093/JAMIA/OCAD022},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/CaglieroDSFC23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/XuFSS23,
  author       = {Yizhe Xu and
                  Agata Foryciarz and
                  Ethan Steinberg and
                  Nigam H. Shah},
  title        = {Clinical utility gains from incorporating comorbidity and geographic
                  location information into risk estimation equations for atherosclerotic
                  cardiovascular disease},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {30},
  number       = {5},
  pages        = {878--887},
  year         = {2023},
  url          = {https://doi.org/10.1093/jamia/ocad017},
  doi          = {10.1093/JAMIA/OCAD017},
  timestamp    = {Tue, 12 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/XuFSS23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/CorbinMAMPTKSC23,
  author       = {Conor K. Corbin and
                  Rob Maclay and
                  Aakash Acharya and
                  Sreedevi Mony and
                  Soumya Punnathanam and
                  Rahul Thapa and
                  Nikesh Kotecha and
                  Nigam H. Shah and
                  Jonathan H. Chen},
  title        = {{DEPLOYR:} a technical framework for deploying custom real-time machine
                  learning models into the electronic medical record},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {30},
  number       = {9},
  pages        = {1532--1542},
  year         = {2023},
  url          = {https://doi.org/10.1093/jamia/ocad114},
  doi          = {10.1093/JAMIA/OCAD114},
  timestamp    = {Tue, 12 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/CorbinMAMPTKSC23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/LemmonGSMFAPPSFS23,
  author       = {Joshua Lemmon and
                  Lin Lawrence Guo and
                  Ethan Steinberg and
                  Keith E. Morse and
                  Scott Lanyon Fleming and
                  Catherine Aftandilian and
                  Stephen R. Pfohl and
                  Jos{\'{e}} D. Posada and
                  Nigam Shah and
                  Jason Alan Fries and
                  Lillian Sung},
  title        = {Self-supervised machine learning using adult inpatient data produces
                  effective models for pediatric clinical prediction tasks},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {30},
  number       = {12},
  pages        = {2004--2011},
  year         = {2023},
  url          = {https://doi.org/10.1093/jamia/ocad175},
  doi          = {10.1093/JAMIA/OCAD175},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jamia/LemmonGSMFAPPSFS23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/WornowRCS23,
  author       = {Michael Wornow and
                  Elsie Gyang Ross and
                  Alison Callahan and
                  Nigam H. Shah},
  title        = {{APLUS:} {A} Python library for usefulness simulations of machine
                  learning models in healthcare},
  journal      = {J. Biomed. Informatics},
  volume       = {139},
  pages        = {104319},
  year         = {2023},
  url          = {https://doi.org/10.1016/j.jbi.2023.104319},
  doi          = {10.1016/J.JBI.2023.104319},
  timestamp    = {Sun, 22 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jbi/WornowRCS23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/XuBCS23,
  author       = {Yizhe Xu and
                  Katelyn K. Bechler and
                  Alison Callahan and
                  Nigam Shah},
  title        = {Principled estimation and evaluation of treatment effect heterogeneity:
                  {A} case study application to dabigatran for patients with atrial
                  fibrillation},
  journal      = {J. Biomed. Informatics},
  volume       = {143},
  pages        = {104420},
  year         = {2023},
  url          = {https://doi.org/10.1016/j.jbi.2023.104420},
  doi          = {10.1016/J.JBI.2023.104420},
  timestamp    = {Tue, 12 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jbi/XuBCS23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npjdm/WornowXTPSFPFS23,
  author       = {Michael Wornow and
                  Yizhe Xu and
                  Rahul Thapa and
                  Birju S. Patel and
                  Ethan Steinberg and
                  Scott L. Fleming and
                  Michael A. Pfeffer and
                  Jason Alan Fries and
                  Nigam H. Shah},
  title        = {The shaky foundations of large language models and foundation models
                  for electronic health records},
  journal      = {npj Digit. Medicine},
  volume       = {6},
  year         = {2023},
  url          = {https://doi.org/10.1038/s41746-023-00879-8},
  doi          = {10.1038/S41746-023-00879-8},
  timestamp    = {Tue, 02 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/npjdm/WornowXTPSFPFS23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acl/BlankemeierFTPS23,
  author       = {Louis Blankemeier and
                  Jason A. Fries and
                  Robert Tinn and
                  Joseph Preston and
                  Nigam Shah and
                  Akshay Chaudhari},
  editor       = {Anna Rogers and
                  Jordan L. Boyd{-}Graber and
                  Naoaki Okazaki},
  title        = {Efficient Diagnosis Assignment Using Unstructured Clinical Notes},
  booktitle    = {Proceedings of the 61st Annual Meeting of the Association for Computational
                  Linguistics (Volume 2: Short Papers), {ACL} 2023, Toronto, Canada,
                  July 9-14, 2023},
  pages        = {485--494},
  publisher    = {Association for Computational Linguistics},
  year         = {2023},
  url          = {https://doi.org/10.18653/v1/2023.acl-short.42},
  doi          = {10.18653/V1/2023.ACL-SHORT.42},
  timestamp    = {Thu, 10 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/acl/BlankemeierFTPS23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HuangHSCLLYSF23,
  author       = {Shih{-}Cheng Huang and
                  Zepeng Huo and
                  Ethan Steinberg and
                  Chia{-}Chun Chiang and
                  Curtis P. Langlotz and
                  Matthew P. Lungren and
                  Serena Yeung and
                  Nigam Shah and
                  Jason Alan Fries},
  editor       = {Alice Oh and
                  Tristan Naumann and
                  Amir Globerson and
                  Kate Saenko and
                  Moritz Hardt and
                  Sergey Levine},
  title        = {{INSPECT:} {A} Multimodal Dataset for Patient Outcome Prediction of
                  Pulmonary Embolisms},
  booktitle    = {Advances in Neural Information Processing Systems 36: Annual Conference
                  on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
                  LA, USA, December 10 - 16, 2023},
  year         = {2023},
  url          = {http://papers.nips.cc/paper\_files/paper/2023/hash/39736af1b9d87a1fddad9f84a6bcf64c-Abstract-Datasets\_and\_Benchmarks.html},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/HuangHSCLLYSF23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/WornowTSFS23,
  author       = {Michael Wornow and
                  Rahul Thapa and
                  Ethan Steinberg and
                  Jason A. Fries and
                  Nigam Shah},
  editor       = {Alice Oh and
                  Tristan Naumann and
                  Amir Globerson and
                  Kate Saenko and
                  Moritz Hardt and
                  Sergey Levine},
  title        = {{EHRSHOT:} An {EHR} Benchmark for Few-Shot Evaluation of Foundation
                  Models},
  booktitle    = {Advances in Neural Information Processing Systems 36: Annual Conference
                  on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
                  LA, USA, December 10 - 16, 2023},
  year         = {2023},
  url          = {http://papers.nips.cc/paper\_files/paper/2023/hash/d42db1f74df54cb992b3956eb7f15a6f-Abstract-Datasets\_and\_Benchmarks.html},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/WornowTSFS23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-03150,
  author       = {Ethan Steinberg and
                  Yizhe Xu and
                  Jason A. Fries and
                  Nigam Shah},
  title        = {Self-Supervised Time-to-Event Modeling with Structured Medical Records},
  journal      = {CoRR},
  volume       = {abs/2301.03150},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2301.03150},
  doi          = {10.48550/ARXIV.2301.03150},
  eprinttype    = {arXiv},
  eprint       = {2301.03150},
  timestamp    = {Tue, 10 Jan 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2301-03150.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-06269,
  author       = {Conor K. Corbin and
                  Rob Maclay and
                  Aakash Acharya and
                  Sreedevi Mony and
                  Soumya Punnathanam and
                  Rahul Thapa and
                  Nikesh Kotecha and
                  Nigam H. Shah and
                  Jonathan H. Chen},
  title        = {{DEPLOYR:} {A} technical framework for deploying custom real-time
                  machine learning models into the electronic medical record},
  journal      = {CoRR},
  volume       = {abs/2303.06269},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2303.06269},
  doi          = {10.48550/ARXIV.2303.06269},
  eprinttype    = {arXiv},
  eprint       = {2303.06269},
  timestamp    = {Thu, 16 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2303-06269.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-12961,
  author       = {Michael Wornow and
                  Yizhe Xu and
                  Rahul Thapa and
                  Birju S. Patel and
                  Ethan Steinberg and
                  Scott L. Fleming and
                  Michael A. Pfeffer and
                  Jason A. Fries and
                  Nigam H. Shah},
  title        = {The Shaky Foundations of Clinical Foundation Models: {A} Survey of
                  Large Language Models and Foundation Models for EMRs},
  journal      = {CoRR},
  volume       = {abs/2303.12961},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2303.12961},
  doi          = {10.48550/ARXIV.2303.12961},
  eprinttype    = {arXiv},
  eprint       = {2303.12961},
  timestamp    = {Thu, 13 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2303-12961.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-13714,
  author       = {Debadutta Dash and
                  Rahul Thapa and
                  Juan M. Banda and
                  Akshay Swaminathan and
                  Morgan Cheatham and
                  Mehr Kashyap and
                  Nikesh Kotecha and
                  Jonathan H. Chen and
                  Saurabh Gombar and
                  Lance Downing and
                  Rachel Pedreira and
                  Ethan Goh and
                  Angel Arnaout and
                  Garret Kenn Morris and
                  Honor Magon and
                  Matthew P. Lungren and
                  Eric Horvitz and
                  Nigam H. Shah},
  title        = {Evaluation of {GPT-3.5} and {GPT-4} for supporting real-world information
                  needs in healthcare delivery},
  journal      = {CoRR},
  volume       = {abs/2304.13714},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2304.13714},
  doi          = {10.48550/ARXIV.2304.13714},
  eprinttype    = {arXiv},
  eprint       = {2304.13714},
  timestamp    = {Wed, 03 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2304-13714.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-03219,
  author       = {Alexey Youssef and
                  Michael Pencina and
                  Anshul Thakur and
                  Tingting Zhu and
                  David A. Clifton and
                  Nigam H. Shah},
  title        = {All models are local: time to replace external validation with recurrent
                  local validation},
  journal      = {CoRR},
  volume       = {abs/2305.03219},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2305.03219},
  doi          = {10.48550/ARXIV.2305.03219},
  eprinttype    = {arXiv},
  eprint       = {2305.03219},
  timestamp    = {Wed, 10 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2305-03219.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-02028,
  author       = {Michael Wornow and
                  Rahul Thapa and
                  Ethan Steinberg and
                  Jason A. Fries and
                  Nigam Shah},
  title        = {{EHRSHOT:} An {EHR} Benchmark for Few-Shot Evaluation of Foundation
                  Models},
  journal      = {CoRR},
  volume       = {abs/2307.02028},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2307.02028},
  doi          = {10.48550/ARXIV.2307.02028},
  eprinttype    = {arXiv},
  eprint       = {2307.02028},
  timestamp    = {Mon, 10 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2307-02028.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-14089,
  author       = {Scott L. Fleming and
                  Alejandro Lozano and
                  William J. Haberkorn and
                  Jenelle A. Jindal and
                  Eduardo Pontes Reis and
                  Rahul Thapa and
                  Louis Blankemeier and
                  Julian Z. Genkins and
                  Ethan Steinberg and
                  Ashwin Nayak and
                  Birju S. Patel and
                  Chia{-}Chun Chiang and
                  Alison Callahan and
                  Zepeng Huo and
                  Sergios Gatidis and
                  Scott J. Adams and
                  Oluseyi Fayanju and
                  Shreya J. Shah and
                  Thomas Savage and
                  Ethan Goh and
                  Akshay S. Chaudhari and
                  Nima Aghaeepour and
                  Christopher D. Sharp and
                  Michael A. Pfeffer and
                  Percy Liang and
                  Jonathan H. Chen and
                  Keith E. Morse and
                  Emma P. Brunskill and
                  Jason A. Fries and
                  Nigam H. Shah},
  title        = {MedAlign: {A} Clinician-Generated Dataset for Instruction Following
                  with Electronic Medical Records},
  journal      = {CoRR},
  volume       = {abs/2308.14089},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2308.14089},
  doi          = {10.48550/ARXIV.2308.14089},
  eprinttype    = {arXiv},
  eprint       = {2308.14089},
  timestamp    = {Mon, 18 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2308-14089.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-16146,
  author       = {Alejandro Lozano and
                  Scott L. Fleming and
                  Chia{-}Chun Chiang and
                  Nigam Shah},
  title        = {Clinfo.ai: An Open-Source Retrieval-Augmented Large Language Model
                  System for Answering Medical Questions using Scientific Literature},
  journal      = {CoRR},
  volume       = {abs/2310.16146},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.16146},
  doi          = {10.48550/ARXIV.2310.16146},
  eprinttype    = {arXiv},
  eprint       = {2310.16146},
  timestamp    = {Tue, 31 Oct 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-16146.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-10798,
  author       = {Shih{-}Cheng Huang and
                  Zepeng Huo and
                  Ethan Steinberg and
                  Chia{-}Chun Chiang and
                  Matthew P. Lungren and
                  Curtis P. Langlotz and
                  Serena Yeung and
                  Nigam H. Shah and
                  Jason A. Fries},
  title        = {{INSPECT:} {A} Multimodal Dataset for Pulmonary Embolism Diagnosis
                  and Prognosis},
  journal      = {CoRR},
  volume       = {abs/2311.10798},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2311.10798},
  doi          = {10.48550/ARXIV.2311.10798},
  eprinttype    = {arXiv},
  eprint       = {2311.10798},
  timestamp    = {Wed, 22 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2311-10798.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-11483,
  author       = {Lin Lawrence Guo and
                  Jason A. Fries and
                  Ethan Steinberg and
                  Scott Lanyon Fleming and
                  Keith E. Morse and
                  Catherine Aftandilian and
                  Jos{\'{e}} D. Posada and
                  Nigam Shah and
                  Lillian Sung},
  title        = {A Multi-Center Study on the Adaptability of a Shared Foundation Model
                  for Electronic Health Records},
  journal      = {CoRR},
  volume       = {abs/2311.11483},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2311.11483},
  doi          = {10.48550/ARXIV.2311.11483},
  eprinttype    = {arXiv},
  eprint       = {2311.11483},
  timestamp    = {Thu, 23 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2311-11483.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/fdgth/LuSWKCFFELSRGCPLSPDSHSXGLPTS22,
  author       = {Jonathan Lu and
                  Amelia Sattler and
                  Samantha Wang and
                  Ali Raza Khaki and
                  Alison Callahan and
                  Scott L. Fleming and
                  Rebecca Fong and
                  Benjamin Ehlert and
                  Ron C. Li and
                  Lisa Shieh and
                  Kavitha Ramchandran and
                  Michael Gensheimer and
                  Sarah Chobot and
                  Stephen Pfohl and
                  Siyun Li and
                  Kenny Shum and
                  Nitin Parikh and
                  Priya Desai and
                  Briththa Seevaratnam and
                  Melanie Hanson and
                  Margaret Smith and
                  Yizhe Xu and
                  Arjun Gokhale and
                  Steven Lin and
                  Michael A. Pfeffer and
                  Winifred Teuteberg and
                  Nigam H. Shah},
  title        = {Considerations in the reliability and fairness audits of predictive
                  models for advance care planning},
  journal      = {Frontiers Digit. Health},
  volume       = {4},
  year         = {2022},
  url          = {https://doi.org/10.3389/fdgth.2022.943768},
  doi          = {10.3389/FDGTH.2022.943768},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/fdgth/LuSWKCFFELSRGCPLSPDSHSXGLPTS22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/BechlerS22,
  author       = {Katelyn K. Bechler and
                  Nigam Shah},
  title        = {Predicting patients who are likely to develop Lupus Nephritis of those
                  newly diagnosed with Systemic Lupus Erythematosus},
  booktitle    = {{AMIA} 2022, American Medical Informatics Association Annual Symposium,
                  Washington, DC, USA, November 5-9, 2022},
  publisher    = {{AMIA}},
  year         = {2022},
  url          = {https://knowledge.amia.org/76677-amia-1.4637602/f006-1.4642154/f006-1.4642155/1013-1.4642486/411-1.4642483},
  timestamp    = {Wed, 17 Apr 2024 11:46:45 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/BechlerS22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/fat/PfohlXFIGS22,
  author       = {Stephen Pfohl and
                  Yizhe Xu and
                  Agata Foryciarz and
                  Nikolaos Ignatiadis and
                  Julian Genkins and
                  Nigam Shah},
  title        = {Net benefit, calibration, threshold selection, and training objectives
                  for algorithmic fairness in healthcare},
  booktitle    = {FAccT '22: 2022 {ACM} Conference on Fairness, Accountability, and
                  Transparency, Seoul, Republic of Korea, June 21 - 24, 2022},
  pages        = {1039--1052},
  publisher    = {{ACM}},
  year         = {2022},
  url          = {https://doi.org/10.1145/3531146.3533166},
  doi          = {10.1145/3531146.3533166},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/fat/PfohlXFIGS22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/MartinezYSLTKSD22,
  author       = {Daniel Lopez Martinez and
                  Alex Yakubovich and
                  Martin Seneviratne and
                  {\'{A}}d{\'{a}}m D. Lelkes and
                  Akshit Tyagi and
                  Jonas Kemp and
                  Ethan Steinberg and
                  N. Lance Downing and
                  Ron C. Li and
                  Keith E. Morse and
                  Nigam H. Shah and
                  Ming{-}Jun Chen},
  editor       = {Antonio Parziale and
                  Monica Agrawal and
                  Shalmali Joshi and
                  Irene Y. Chen and
                  Shengpu Tang and
                  Luis Oala and
                  Adarsh Subbaswamy},
  title        = {Instability in clinical risk stratification models using deep learning},
  booktitle    = {Machine Learning for Health, {ML4H} 2022, 28 November 2022, New Orleans,
                  Lousiana, {USA} {\&} Virtual},
  series       = {Proceedings of Machine Learning Research},
  volume       = {193},
  pages        = {552--565},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v193/lopez-martinez22a.html},
  timestamp    = {Fri, 17 Feb 2023 16:29:10 +0100},
  biburl       = {https://dblp.org/rec/conf/ml4h/MartinezYSLTKSD22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-01906,
  author       = {Stephen R. Pfohl and
                  Yizhe Xu and
                  Agata Foryciarz and
                  Nikolaos Ignatiadis and
                  Julian Genkins and
                  Nigam H. Shah},
  title        = {Net benefit, calibration, threshold selection, and training objectives
                  for algorithmic fairness in healthcare},
  journal      = {CoRR},
  volume       = {abs/2202.01906},
  year         = {2022},
  url          = {https://arxiv.org/abs/2202.01906},
  eprinttype    = {arXiv},
  eprint       = {2202.01906},
  timestamp    = {Thu, 10 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2202-01906.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-10828,
  author       = {Daniel Lopez Martinez and
                  Alex Yakubovich and
                  Martin Seneviratne and
                  {\'{A}}d{\'{a}}m D. Lelkes and
                  Akshit Tyagi and
                  Jonas Kemp and
                  Ethan Steinberg and
                  N. Lance Downing and
                  Ron C. Li and
                  Keith E. Morse and
                  Nigam H. Shah and
                  Ming{-}Jun Chen},
  title        = {Instability in clinical risk stratification models using deep learning},
  journal      = {CoRR},
  volume       = {abs/2211.10828},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2211.10828},
  doi          = {10.48550/ARXIV.2211.10828},
  eprinttype    = {arXiv},
  eprint       = {2211.10828},
  timestamp    = {Thu, 24 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2211-10828.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aci/GuoPFPFASS21,
  author       = {Lin Lawrence Guo and
                  Stephen R. Pfohl and
                  Jason Alan Fries and
                  Jos{\'{e}} D. Posada and
                  Scott L. Fleming and
                  Catherine Aftandilian and
                  Nigam Shah and
                  Lillian Sung},
  title        = {Systematic Review of Approaches to Preserve Machine Learning Performance
                  in the Presence of Temporal Dataset Shift in Clinical Medicine},
  journal      = {Appl. Clin. Inform.},
  volume       = {12},
  number       = {4},
  pages        = {808--815},
  year         = {2021},
  url          = {https://doi.org/10.1055/s-0041-1735184},
  doi          = {10.1055/S-0041-1735184},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/aci/GuoPFPFASS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/GensheimerABCHW21,
  author       = {Michael Francis Gensheimer and
                  Sonya Aggarwal and
                  Kathryn R. K. Benson and
                  Justin N. Carter and
                  Solomon Henry and
                  Douglas J. Wood and
                  Scott G. Soltys and
                  Steven Hancock and
                  Erqi Pollom and
                  Nigam H. Shah and
                  Daniel T. Chang},
  title        = {Automated model versus treating physician for predicting survival
                  time of patients with metastatic cancer},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {28},
  number       = {6},
  pages        = {1108--1116},
  year         = {2021},
  url          = {https://doi.org/10.1093/jamia/ocaa290},
  doi          = {10.1093/JAMIA/OCAA290},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/GensheimerABCHW21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/JungKAHSLSSJVSB21,
  author       = {Kenneth Jung and
                  Sehj Kashyap and
                  Anand Avati and
                  Stephanie Harman and
                  Heather Shaw and
                  Ron C. Li and
                  Margaret Smith and
                  Kenny Shum and
                  Jacob Javitz and
                  Yohan Vetteth and
                  Tina Seto and
                  Steven C. Bagley and
                  Nigam H. Shah},
  title        = {A framework for making predictive models useful in practice},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {28},
  number       = {6},
  pages        = {1149--1158},
  year         = {2021},
  url          = {https://doi.org/10.1093/jamia/ocaa318},
  doi          = {10.1093/JAMIA/OCAA318},
  timestamp    = {Wed, 23 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jamia/JungKAHSLSSJVSB21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/Hernandez-Boussard21,
  author       = {Tina Hernandez{-}Boussard and
                  Matthew P. Lungren and
                  Nigam Shah},
  title        = {Conflicting information from the Food and Drug Administration: Missed
                  opportunity to lead standards for safe and effective medical artificial
                  intelligence solutions},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {28},
  number       = {6},
  pages        = {1353--1355},
  year         = {2021},
  url          = {https://doi.org/10.1093/jamia/ocab035},
  doi          = {10.1093/JAMIA/OCAB035},
  timestamp    = {Fri, 22 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jamia/Hernandez-Boussard21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/CallahanPPBGS21,
  author       = {Alison Callahan and
                  Vladimir Polony and
                  Jos{\'{e}} D. Posada and
                  Juan M. Banda and
                  Saurabh Gombar and
                  Nigam H. Shah},
  title        = {{ACE:} the Advanced Cohort Engine for searching longitudinal patient
                  records},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {28},
  number       = {7},
  pages        = {1468--1479},
  year         = {2021},
  url          = {https://doi.org/10.1093/jamia/ocab027},
  doi          = {10.1093/JAMIA/OCAB027},
  timestamp    = {Wed, 16 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jamia/CallahanPPBGS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/Hernandez-Boussard21a,
  author       = {Tina Hernandez{-}Boussard and
                  Matthew P. Lungren and
                  Nigam Shah},
  title        = {Corrigendum: Conflicting information from the Food and Drug Administration:
                  Missed opportunity to lead standards for safe and effective medical
                  artificial intelligence solutions},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {28},
  number       = {7},
  pages        = {1600},
  year         = {2021},
  url          = {https://doi.org/10.1093/jamia/ocab063},
  doi          = {10.1093/JAMIA/OCAB063},
  timestamp    = {Wed, 08 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/Hernandez-Boussard21a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/PatelSPS21,
  author       = {Birju S. Patel and
                  Ethan Steinberg and
                  Stephen R. Pfohl and
                  Nigam H. Shah},
  title        = {Learning decision thresholds for risk stratification models from aggregate
                  clinician behavior},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {28},
  number       = {10},
  pages        = {2258--2264},
  year         = {2021},
  url          = {https://doi.org/10.1093/jamia/ocab159},
  doi          = {10.1093/JAMIA/OCAB159},
  timestamp    = {Wed, 16 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jamia/PatelSPS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/BaiSSKHSK21,
  author       = {Lawrence Bai and
                  Madeleine K. D. Scott and
                  Ethan Steinberg and
                  Laurynas Kalesinskas and
                  Aida Habtezion and
                  Nigam H. Shah and
                  Purvesh Khatri},
  title        = {Computational drug repositioning of atorvastatin for ulcerative colitis},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {28},
  number       = {11},
  pages        = {2325--2335},
  year         = {2021},
  url          = {https://doi.org/10.1093/jamia/ocab165},
  doi          = {10.1093/JAMIA/OCAB165},
  timestamp    = {Wed, 16 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jamia/BaiSSKHSK21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/KashyapMPS21,
  author       = {Sehj Kashyap and
                  Keith E. Morse and
                  Birju S. Patel and
                  Nigam H. Shah},
  title        = {A survey of extant organizational and computational setups for deploying
                  predictive models in health systems},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {28},
  number       = {11},
  pages        = {2445--2450},
  year         = {2021},
  url          = {https://doi.org/10.1093/jamia/ocab154},
  doi          = {10.1093/JAMIA/OCAB154},
  timestamp    = {Wed, 16 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jamia/KashyapMPS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/PfohlFS21,
  author       = {Stephen R. Pfohl and
                  Agata Foryciarz and
                  Nigam H. Shah},
  title        = {An empirical characterization of fair machine learning for clinical
                  risk prediction},
  journal      = {J. Biomed. Informatics},
  volume       = {113},
  pages        = {103621},
  year         = {2021},
  url          = {https://doi.org/10.1016/j.jbi.2020.103621},
  doi          = {10.1016/J.JBI.2020.103621},
  timestamp    = {Mon, 03 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jbi/PfohlFS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/SteinbergJFCPS21,
  author       = {Ethan Steinberg and
                  Kenneth Jung and
                  Jason A. Fries and
                  Conor K. Corbin and
                  Stephen R. Pfohl and
                  Nigam H. Shah},
  title        = {Language models are an effective representation learning technique
                  for electronic health record data},
  journal      = {J. Biomed. Informatics},
  volume       = {113},
  pages        = {103637},
  year         = {2021},
  url          = {https://doi.org/10.1016/j.jbi.2020.103637},
  doi          = {10.1016/J.JBI.2020.103637},
  timestamp    = {Mon, 03 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jbi/SteinbergJFCPS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/KoCARANBS21,
  author       = {Michael Ko and
                  Emma Chen and
                  Ashwin Agrawal and
                  Pranav Rajpurkar and
                  Anand Avati and
                  Andrew Yan{-}Tak Ng and
                  Sanjay Basu and
                  Nigam H. Shah},
  title        = {Improving hospital readmission prediction using individualized utility
                  analysis},
  journal      = {J. Biomed. Informatics},
  volume       = {119},
  pages        = {103826},
  year         = {2021},
  url          = {https://doi.org/10.1016/j.jbi.2021.103826},
  doi          = {10.1016/J.JBI.2021.103826},
  timestamp    = {Fri, 23 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jbi/KoCARANBS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/midm/LaiCPKBSNDSGNCF21,
  author       = {Alvina Grace Lai and
                  Wai Hoong Chang and
                  Constantinos A. Parisinos and
                  Michail Katsoulis and
                  Ruth M. Blackburn and
                  Anoop D. Shah and
                  Vincent Nguyen and
                  Spiros C. Denaxas and
                  George Davey Smith and
                  Tom R. Gaunt and
                  Krishnarajah Nirantharakumar and
                  Murray P. Cox and
                  Donall Forde and
                  Folkert W. Asselbergs and
                  Steve K. Harris and
                  Sylvia Richardson and
                  Reecha Sofat and
                  Richard J. B. Dobson and
                  Aroon D. Hingorani and
                  Riyaz Patel and
                  Jonathan Sterne and
                  Amitava Banerjee and
                  Alastair K. Denniston and
                  Simon Ball and
                  Neil J. Sebire and
                  Nigam H. Shah and
                  Graham R. Foster and
                  Bryan Williams and
                  Harry Hemingway},
  title        = {An informatics consult approach for generating clinical evidence for
                  treatment decisions},
  journal      = {{BMC} Medical Informatics Decis. Mak.},
  volume       = {21},
  number       = {1},
  pages        = {281},
  year         = {2021},
  url          = {https://doi.org/10.1186/s12911-021-01638-z},
  doi          = {10.1186/S12911-021-01638-Z},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/midm/LaiCPKBSNDSGNCF21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/Shah21,
  author       = {Nigam Shah},
  title        = {Summarizing Patients Like Mine via an On-demand Consultation Service},
  journal      = {Proc. {VLDB} Endow.},
  volume       = {14},
  number       = {13},
  pages        = {3417},
  year         = {2021},
  url          = {http://www.vldb.org/pvldb/vol14/p3417-shah.pdf},
  doi          = {10.14778/3484224.3484242},
  timestamp    = {Thu, 21 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/pvldb/Shah21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/LuoWGDS21,
  author       = {Yuan Luo and
                  Fei Wang and
                  Benjamin S. Glicksberg and
                  Jessilyn Dunn and
                  Nigam Shah},
  title        = {Multi-Modal Data Science for Healthcare: State of the Art, Challenges,
                  and Opportunities},
  booktitle    = {{AMIA} 2021, American Medical Informatics Association Annual Symposium,
                  San Diego, CA, USA, October 30, 2021 - November 3, 2021},
  publisher    = {{AMIA}},
  year         = {2021},
  url          = {https://knowledge.amia.org/74229-amia-1.4622266/t002-1.4626813/t002-1.4626814/3575770-1.4626920/3577358-1.4626917},
  timestamp    = {Wed, 17 Apr 2024 11:46:53 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/LuoWGDS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2108-12250,
  author       = {Stephen R. Pfohl and
                  Haoran Zhang and
                  Yizhe Xu and
                  Agata Foryciarz and
                  Marzyeh Ghassemi and
                  Nigam H. Shah},
  title        = {A comparison of approaches to improve worst-case predictive model
                  performance over patient subpopulations},
  journal      = {CoRR},
  volume       = {abs/2108.12250},
  year         = {2021},
  url          = {https://arxiv.org/abs/2108.12250},
  eprinttype    = {arXiv},
  eprint       = {2108.12250},
  timestamp    = {Fri, 03 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2108-12250.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-11665,
  author       = {Yuyin Zhou and
                  Shih{-}Cheng Huang and
                  Jason Alan Fries and
                  Alaa Youssef and
                  Timothy J. Amrhein and
                  Marcello Chang and
                  Imon Banerjee and
                  Daniel L. Rubin and
                  Lei Xing and
                  Nigam Shah and
                  Matthew P. Lungren},
  title        = {RadFusion: Benchmarking Performance and Fairness for Multimodal Pulmonary
                  Embolism Detection from {CT} and {EHR}},
  journal      = {CoRR},
  volume       = {abs/2111.11665},
  year         = {2021},
  url          = {https://arxiv.org/abs/2111.11665},
  eprinttype    = {arXiv},
  eprint       = {2111.11665},
  timestamp    = {Thu, 20 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2111-11665.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/KashyapSBFRYHS20,
  author       = {Mehr Kashyap and
                  Martin G. Seneviratne and
                  Juan M. Banda and
                  Thomas Falconer and
                  Borim Ryu and
                  Sooyoung Yoo and
                  George Hripcsak and
                  Nigam H. Shah},
  title        = {Development and validation of phenotype classifiers across multiple
                  sites in the observational health data sciences and informatics network},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {27},
  number       = {6},
  pages        = {877--883},
  year         = {2020},
  url          = {https://doi.org/10.1093/jamia/ocaa032},
  doi          = {10.1093/JAMIA/OCAA032},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/KashyapSBFRYHS20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/KashyapGYCFPS20,
  author       = {Sehj Kashyap and
                  Saurabh Gombar and
                  Steve Yadlowsky and
                  Alison Callahan and
                  Jason A. Fries and
                  Benjamin A. Pinsky and
                  Nigam H. Shah},
  title        = {Measure what matters: Counts of hospitalized patients are a better
                  metric for health system capacity planning for a reopening},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {27},
  number       = {7},
  pages        = {1026--1131},
  year         = {2020},
  url          = {https://doi.org/10.1093/jamia/ocaa076},
  doi          = {10.1093/JAMIA/OCAA076},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/KashyapGYCFPS20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/Hernandez-Boussard20,
  author       = {Tina Hernandez{-}Boussard and
                  Selen Bozkurt and
                  John P. A. Ioannidis and
                  Nigam H. Shah},
  title        = {{MINIMAR} (MINimum Information for Medical {AI} Reporting): Developing
                  reporting standards for artificial intelligence in health care},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {27},
  number       = {12},
  pages        = {2011--2015},
  year         = {2020},
  url          = {https://doi.org/10.1093/jamia/ocaa088},
  doi          = {10.1093/JAMIA/OCAA088},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/Hernandez-Boussard20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/WengSH20,
  author       = {Chunhua Weng and
                  Nigam H. Shah and
                  George Hripcsak},
  title        = {Deep phenotyping: Embracing complexity and temporality - Towards scalability,
                  portability, and interoperability},
  journal      = {J. Biomed. Informatics},
  volume       = {105},
  pages        = {103433},
  year         = {2020},
  url          = {https://doi.org/10.1016/j.jbi.2020.103433},
  doi          = {10.1016/J.JBI.2020.103433},
  timestamp    = {Mon, 15 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jbi/WengSH20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npjdm/CallahanSFGPCS20,
  author       = {Alison Callahan and
                  Ethan Steinberg and
                  Jason A. Fries and
                  Saurabh Gombar and
                  Birju S. Patel and
                  Conor K. Corbin and
                  Nigam H. Shah},
  title        = {Estimating the efficacy of symptom-based screening for {COVID-19}},
  journal      = {npj Digit. Medicine},
  volume       = {3},
  year         = {2020},
  url          = {https://doi.org/10.1038/s41746-020-0300-0},
  doi          = {10.1038/S41746-020-0300-0},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/npjdm/CallahanSFGPCS20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npjdm/LiAS20,
  author       = {Ron C. Li and
                  Steven M. Asch and
                  Nigam H. Shah},
  title        = {Developing a delivery science for artificial intelligence in healthcare},
  journal      = {npj Digit. Medicine},
  volume       = {3},
  year         = {2020},
  url          = {https://doi.org/10.1038/s41746-020-00318-y},
  doi          = {10.1038/S41746-020-00318-Y},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/npjdm/LiAS20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npjdm/MinerHFFWWMJAA020,
  author       = {Adam S. Miner and
                  Albert Haque and
                  Jason A. Fries and
                  Scott L. Fleming and
                  Denise E. Wilfley and
                  G. Terence Wilson and
                  Arnold Milstein and
                  Dan Jurafsky and
                  Bruce A. Arnow and
                  W. Stewart Agras and
                  Li Fei{-}Fei and
                  Nigam H. Shah},
  title        = {Assessing the accuracy of automatic speech recognition for psychotherapy},
  journal      = {npj Digit. Medicine},
  volume       = {3},
  year         = {2020},
  url          = {https://doi.org/10.1038/s41746-020-0285-8},
  doi          = {10.1038/S41746-020-0285-8},
  timestamp    = {Wed, 01 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/npjdm/MinerHFFWWMJAA020.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/HuserBNMWSPS20,
  author       = {Vojtech Huser and
                  Clair Blacketer and
                  Karthik Natarajan and
                  Robert T. Miller and
                  Andrew Williams and
                  Selva Muthu Kumaran Sathappan and
                  Jos{\'{e}} D. Posada and
                  Nigam Shah},
  title        = {Data Quality Assessment of Laboratory Data},
  booktitle    = {{AMIA} 2020, American Medical Informatics Association Annual Symposium,
                  Virtual Event, USA, November 14-18, 2020},
  publisher    = {{AMIA}},
  year         = {2020},
  url          = {https://knowledge.amia.org/72332-amia-1.4602255/t005-1.4604904/t005-1.4604905/3417113-1.4605509/3413748-1.4605506},
  timestamp    = {Wed, 17 Apr 2024 11:47:01 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/HuserBNMWSPS20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/ZuoLZZDDNHSBRX20,
  author       = {Xu Zuo and
                  Jianfu Li and
                  Bo Zhao and
                  Yujia Zhou and
                  Xiao Dong and
                  Jon D. Duke and
                  Karthik Natarajan and
                  George Hripcsak and
                  Nigam Shah and
                  Juan M. Banda and
                  Ruth M. Reeves and
                  Hua Xu},
  title        = {Normalizing Clinical Document Titles to {LOINC} Document Ontology:
                  an Initial Study},
  booktitle    = {{AMIA} 2020, American Medical Informatics Association Annual Symposium,
                  Virtual Event, USA, November 14-18, 2020},
  publisher    = {{AMIA}},
  year         = {2020},
  url          = {https://knowledge.amia.org/72332-amia-1.4602255/t003-1.4606204/t003-1.4606205/3410444-1.4606209/3416722-1.4606206},
  timestamp    = {Wed, 17 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/ZuoLZZDDNHSBRX20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2001-05295,
  author       = {Ethan Steinberg and
                  Kenneth Jung and
                  Jason A. Fries and
                  Conor K. Corbin and
                  Stephen R. Pfohl and
                  Nigam H. Shah},
  title        = {Language Models Are An Effective Patient Representation Learning Technique
                  For Electronic Health Record Data},
  journal      = {CoRR},
  volume       = {abs/2001.05295},
  year         = {2020},
  url          = {https://arxiv.org/abs/2001.05295},
  eprinttype    = {arXiv},
  eprint       = {2001.05295},
  timestamp    = {Wed, 03 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2001-05295.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-10534,
  author       = {Somalee Datta and
                  Jos{\'{e}} D. Posada and
                  Garrick Olson and
                  Wencheng Li and
                  Ciaran O'Reilly and
                  Deepa Balraj and
                  Joseph Mesterhazy and
                  Joseph Pallas and
                  Priyamvada Desai and
                  Nigam Shah},
  title        = {A new paradigm for accelerating clinical data science at Stanford
                  Medicine},
  journal      = {CoRR},
  volume       = {abs/2003.10534},
  year         = {2020},
  url          = {https://arxiv.org/abs/2003.10534},
  eprinttype    = {arXiv},
  eprint       = {2003.10534},
  timestamp    = {Wed, 14 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2003-10534.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-10306,
  author       = {Stephen R. Pfohl and
                  Agata Foryciarz and
                  Nigam H. Shah},
  title        = {An Empirical Characterization of Fair Machine Learning For Clinical
                  Risk Prediction},
  journal      = {CoRR},
  volume       = {abs/2007.10306},
  year         = {2020},
  url          = {https://arxiv.org/abs/2007.10306},
  eprinttype    = {arXiv},
  eprint       = {2007.10306},
  timestamp    = {Wed, 29 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2007-10306.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2008-01972,
  author       = {Jason A. Fries and
                  Ethan Steinberg and
                  Saelig Khattar and
                  Scott L. Fleming and
                  Jos{\'{e}} D. Posada and
                  Alison Callahan and
                  Nigam H. Shah},
  title        = {Trove: Ontology-driven weak supervision for medical entity classification},
  journal      = {CoRR},
  volume       = {abs/2008.01972},
  year         = {2020},
  url          = {https://arxiv.org/abs/2008.01972},
  eprinttype    = {arXiv},
  eprint       = {2008.01972},
  timestamp    = {Wed, 14 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2008-01972.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/LiuBWS19,
  author       = {Vincent X. Liu and
                  David W. Bates and
                  Jenna Wiens and
                  Nigam H. Shah},
  title        = {The number needed to benefit: estimating the value of predictive analytics
                  in healthcare},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {26},
  number       = {12},
  pages        = {1655--1659},
  year         = {2019},
  url          = {https://doi.org/10.1093/jamia/ocz088},
  doi          = {10.1093/JAMIA/OCZ088},
  timestamp    = {Sat, 30 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/LiuBWS19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/JungSKSS19,
  author       = {Kenneth Jung and
                  Sylvia E. K. Sudat and
                  Nicole Kwon and
                  Walter F. Stewart and
                  Nigam H. Shah},
  title        = {Predicting need for advanced illness or palliative care in a primary
                  care population using electronic health record data},
  journal      = {J. Biomed. Informatics},
  volume       = {92},
  year         = {2019},
  url          = {https://doi.org/10.1016/j.jbi.2019.103115},
  doi          = {10.1016/J.JBI.2019.103115},
  timestamp    = {Tue, 16 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jbi/JungSKSS19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npjdm/BandaSAPPIBWDJM19,
  author       = {Juan M. Banda and
                  Ashish Sarraju and
                  Fahim Abbasi and
                  Justin Parizo and
                  Mitchel Pariani and
                  Hannah Ison and
                  Elinor Briskin and
                  Hannah Wand and
                  S{\'{e}}bastien Dubois and
                  Kenneth Jung and
                  Seth A. Myers and
                  Daniel J. Rader and
                  Joseph B. Leader and
                  Michael F. Murray and
                  Kelly D. Myers and
                  Katherine Wilemon and
                  Nigam H. Shah and
                  Joshua W. Knowles},
  title        = {Finding missed cases of familial hypercholesterolemia in health systems
                  using machine learning},
  journal      = {npj Digit. Medicine},
  volume       = {2},
  year         = {2019},
  url          = {https://doi.org/10.1038/s41746-019-0101-5},
  doi          = {10.1038/S41746-019-0101-5},
  timestamp    = {Fri, 08 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/npjdm/BandaSAPPIBWDJM19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npjdm/CallahanFRHGDS19,
  author       = {Alison Callahan and
                  Jason A. Fries and
                  Christopher R{\'{e}} and
                  James I Huddleston III and
                  Nicholas J. Giori and
                  Scott L. Delp and
                  Nigam H. Shah},
  title        = {Medical device surveillance with electronic health records},
  journal      = {npj Digit. Medicine},
  volume       = {2},
  year         = {2019},
  url          = {https://doi.org/10.1038/s41746-019-0168-z},
  doi          = {10.1038/S41746-019-0168-Z},
  timestamp    = {Fri, 08 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/npjdm/CallahanFRHGDS19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npjdm/GombarCCHS19,
  author       = {Saurabh Gombar and
                  Alison Callahan and
                  Robert M. Califf and
                  Robert A. Harrington and
                  Nigam H. Shah},
  title        = {It is time to learn from patients like mine},
  journal      = {npj Digit. Medicine},
  volume       = {2},
  year         = {2019},
  url          = {https://doi.org/10.1038/s41746-019-0091-3},
  doi          = {10.1038/S41746-019-0091-3},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/npjdm/GombarCCHS19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aies/PfohlMCRPS19,
  author       = {Stephen Pfohl and
                  Ben J. Marafino and
                  Adrien Coulet and
                  F{\'{a}}tima Rodriguez and
                  Latha Palaniappan and
                  Nigam H. Shah},
  editor       = {Vincent Conitzer and
                  Gillian K. Hadfield and
                  Shannon Vallor},
  title        = {Creating Fair Models of Atherosclerotic Cardiovascular Disease Risk},
  booktitle    = {Proceedings of the 2019 {AAAI/ACM} Conference on AI, Ethics, and Society,
                  {AIES} 2019, Honolulu, HI, USA, January 27-28, 2019},
  pages        = {271--278},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3306618.3314278},
  doi          = {10.1145/3306618.3314278},
  timestamp    = {Wed, 02 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aies/PfohlMCRPS19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlhc/PfohlDDS19,
  author       = {Stephen R. Pfohl and
                  Tony Duan and
                  Daisy Yi Ding and
                  Nigam H. Shah},
  editor       = {Finale Doshi{-}Velez and
                  Jim Fackler and
                  Ken Jung and
                  David C. Kale and
                  Rajesh Ranganath and
                  Byron C. Wallace and
                  Jenna Wiens},
  title        = {Counterfactual Reasoning for Fair Clinical Risk Prediction},
  booktitle    = {Proceedings of the Machine Learning for Healthcare Conference, {MLHC}
                  2019, 9-10 August 2019, Ann Arbor, Michigan, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {106},
  pages        = {325--358},
  publisher    = {{PMLR}},
  year         = {2019},
  url          = {http://proceedings.mlr.press/v106/pfohl19a.html},
  timestamp    = {Fri, 27 Nov 2020 15:17:46 +0100},
  biburl       = {https://dblp.org/rec/conf/mlhc/PfohlDDS19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/psb/DingSPKJS19,
  author       = {Daisy Yi Ding and
                  Chlo{\'{e}} Simpson and
                  Stephen Pfohl and
                  Dave C. Kale and
                  Kenneth Jung and
                  Nigam H. Shah},
  editor       = {Russ B. Altman and
                  A. Keith Dunker and
                  Lawrence Hunter and
                  Marylyn D. Ritchie and
                  Teri E. Klein},
  title        = {The Effectiveness of Multitask Learning for Phenotyping with Electronic
                  Health Records Data},
  booktitle    = {Biocomputing 2019: Proceedings of the Pacific Symposium, The Big Island
                  of Hawaii, Hawaii, USA, January 3-7, 2019},
  pages        = {18--29},
  year         = {2019},
  url          = {http://psb.stanford.edu/psb-online/proceedings/psb19/ding.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/psb/DingSPKJS19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/AvatiDZJSN19,
  author       = {Anand Avati and
                  Tony Duan and
                  Sharon Zhou and
                  Kenneth Jung and
                  Nigam H. Shah and
                  Andrew Y. Ng},
  editor       = {Amir Globerson and
                  Ricardo Silva},
  title        = {Countdown Regression: Sharp and Calibrated Survival Predictions},
  booktitle    = {Proceedings of the Thirty-Fifth Conference on Uncertainty in Artificial
                  Intelligence, {UAI} 2019, Tel Aviv, Israel, July 22-25, 2019},
  series       = {Proceedings of Machine Learning Research},
  volume       = {115},
  pages        = {145--155},
  publisher    = {{AUAI} Press},
  year         = {2019},
  url          = {http://proceedings.mlr.press/v115/avati20a.html},
  timestamp    = {Tue, 15 Dec 2020 17:40:18 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/AvatiDZJSN19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1901-05958,
  author       = {Albee Y. Ling and
                  Allison W. Kurian and
                  Jennifer L. Caswell{-}Jin and
                  George W. Sledge Jr. and
                  Nigam H. Shah and
                  Suzanne R. Tamang},
  title        = {A Semi-Supervised Machine Learning Approach to Detecting Recurrent
                  Metastatic Breast Cancer Cases Using Linked Cancer Registry and Electronic
                  Medical Record Data},
  journal      = {CoRR},
  volume       = {abs/1901.05958},
  year         = {2019},
  url          = {http://arxiv.org/abs/1901.05958},
  eprinttype    = {arXiv},
  eprint       = {1901.05958},
  timestamp    = {Sun, 03 Feb 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1901-05958.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1904-07640,
  author       = {Alison Callahan and
                  Jason A. Fries and
                  Christopher R{\'{e}} and
                  James I Huddleston III and
                  Nicholas J. Giori and
                  Scott L. Delp and
                  Nigam H. Shah},
  title        = {Medical device surveillance with electronic health records},
  journal      = {CoRR},
  volume       = {abs/1904.07640},
  year         = {2019},
  url          = {http://arxiv.org/abs/1904.07640},
  eprinttype    = {arXiv},
  eprint       = {1904.07640},
  timestamp    = {Fri, 26 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1904-07640.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1907-06260,
  author       = {Stephen Pfohl and
                  Tony Duan and
                  Daisy Yi Ding and
                  Nigam H. Shah},
  title        = {Counterfactual Reasoning for Fair Clinical Risk Prediction},
  journal      = {CoRR},
  volume       = {abs/1907.06260},
  year         = {2019},
  url          = {http://arxiv.org/abs/1907.06260},
  eprinttype    = {arXiv},
  eprint       = {1907.06260},
  timestamp    = {Wed, 17 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1907-06260.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-07084,
  author       = {Scott L. Fleming and
                  Kuhan Jeyapragasan and
                  Tony Duan and
                  Daisy Yi Ding and
                  Saurabh Gombar and
                  Nigam Shah and
                  Emma Brunskill},
  title        = {Missingness as Stability: Understanding the Structure of Missingness
                  in Longitudinal {EHR} data and its Impact on Reinforcement Learning
                  in Healthcare},
  journal      = {CoRR},
  volume       = {abs/1911.07084},
  year         = {2019},
  url          = {http://arxiv.org/abs/1911.07084},
  eprinttype    = {arXiv},
  eprint       = {1911.07084},
  timestamp    = {Mon, 02 Dec 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1911-07084.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-08041,
  author       = {Anitha Kannan and
                  Jason Alan Fries and
                  Eric Kramer and
                  Jen Jen Chen and
                  Nigam Shah and
                  Xavier Amatriain},
  title        = {The accuracy vs. coverage trade-off in patient-facing diagnosis models},
  journal      = {CoRR},
  volume       = {abs/1912.08041},
  year         = {2019},
  url          = {http://arxiv.org/abs/1912.08041},
  eprinttype    = {arXiv},
  eprint       = {1912.08041},
  timestamp    = {Fri, 03 Jan 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1912-08041.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/WangHBSSGBC18,
  author       = {Jason K. Wang and
                  Jason Hom and
                  Santhosh Balasubramanian and
                  Alejandro Schuler and
                  Nigam H. Shah and
                  Mary K. Goldstein and
                  Michael T. M. Baiocchi and
                  Jonathan H. Chen},
  title        = {An evaluation of clinical order patterns machine-learned from clinician
                  cohorts stratified by patient mortality outcomes},
  journal      = {J. Biomed. Informatics},
  volume       = {86},
  pages        = {109--119},
  year         = {2018},
  url          = {https://doi.org/10.1016/j.jbi.2018.09.005},
  doi          = {10.1016/J.JBI.2018.09.005},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jbi/WangHBSSGBC18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/WengSH18,
  author       = {Chunhua Weng and
                  Nigam Shah and
                  George Hripcsak},
  title        = {Call for papers: Deep phenotyping for Precision Medicine},
  journal      = {J. Biomed. Informatics},
  volume       = {87},
  pages        = {66--67},
  year         = {2018},
  url          = {https://doi.org/10.1016/j.jbi.2018.09.017},
  doi          = {10.1016/J.JBI.2018.09.017},
  timestamp    = {Tue, 16 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jbi/WengSH18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/midm/AvatiJHDNS18,
  author       = {Anand Avati and
                  Kenneth Jung and
                  Stephanie Harman and
                  Lance Downing and
                  Andrew Y. Ng and
                  Nigam H. Shah},
  title        = {Improving palliative care with deep learning},
  journal      = {{BMC} Medical Informatics Decis. Mak.},
  volume       = {18},
  number       = {{S-4}},
  pages        = {55--64},
  year         = {2018},
  url          = {https://doi.org/10.1186/s12911-018-0677-8},
  doi          = {10.1186/S12911-018-0677-8},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/midm/AvatiJHDNS18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npjdm/RajkomarO0DHHLL18,
  author       = {Alvin Rajkomar and
                  Eyal Oren and
                  Kai Chen and
                  Andrew M. Dai and
                  Nissan Hajaj and
                  Michaela Hardt and
                  Peter J. Liu and
                  Xiaobing Liu and
                  Jake Marcus and
                  Mimi Sun and
                  Patrik Sundberg and
                  Hector Yee and
                  Kun Zhang and
                  Yi Zhang and
                  Gerardo Flores and
                  Gavin E. Duggan and
                  Jamie Irvine and
                  Quoc Le and
                  Kurt Litsch and
                  Alexander Mossin and
                  Justin Tansuwan and
                  De Wang and
                  James Wexler and
                  Jimbo Wilson and
                  Dana Ludwig and
                  Samuel L. Volchenboum and
                  Katherine Chou and
                  Michael Pearson and
                  Srinivasan Madabushi and
                  Nigam H. Shah and
                  Atul J. Butte and
                  Michael D. Howell and
                  Claire Cui and
                  Gregory S. Corrado and
                  Jeffrey Dean},
  title        = {Scalable and accurate deep learning with electronic health records},
  journal      = {npj Digit. Medicine},
  volume       = {1},
  year         = {2018},
  url          = {https://doi.org/10.1038/s41746-018-0029-1},
  doi          = {10.1038/S41746-018-0029-1},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/npjdm/RajkomarO0DHHLL18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/ChenRNFRVSH18,
  author       = {Ruijun Chen and
                  Patrick B. Ryan and
                  Karthik Natarajan and
                  Thomas Falconer and
                  Christian G. Reich and
                  Rohit Vashisht and
                  Nigam Shah and
                  George Hripcsak},
  title        = {Treatment Pathways in Patients with Cancer Using a Large-scale Observational
                  Data Network},
  booktitle    = {{AMIA} 2018, American Medical Informatics Association Annual Symposium,
                  San Francisco, CA, November 3-7, 2018},
  publisher    = {{AMIA}},
  year         = {2018},
  url          = {https://knowledge.amia.org/67852-amia-1.4259402/t007-1.4262189/t007-1.4262190/2976874-1.4263097/2976084-1.4263094},
  timestamp    = {Wed, 17 Apr 2024 11:47:15 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/ChenRNFRVSH18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/PfohlS18,
  author       = {Stephen R. Pfohl and
                  Nigam Shah},
  title        = {Transfer learning to adapt predictive models for pediatric patients
                  in the {EHR}},
  booktitle    = {{AMIA} 2018, American Medical Informatics Association Annual Symposium,
                  San Francisco, CA, November 3-7, 2018},
  publisher    = {{AMIA}},
  year         = {2018},
  url          = {https://knowledge.amia.org/67852-amia-1.4259402/t006-1.4263223/t006-1.4263224/2974593-1.4263333/2976802-1.4263330},
  timestamp    = {Wed, 17 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/PfohlS18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/SeneviratneBBSH18,
  author       = {Martin G. Seneviratne and
                  Juan M. Banda and
                  James D. Brooks and
                  Nigam Shah and
                  Tina Hernandez{-}Boussard},
  title        = {Identifying cases of metastatic prostate cancer using machine learning
                  on electronic health records},
  booktitle    = {{AMIA} 2018, American Medical Informatics Association Annual Symposium,
                  San Francisco, CA, November 3-7, 2018},
  publisher    = {{AMIA}},
  year         = {2018},
  url          = {https://knowledge.amia.org/67852-amia-1.4259402/t005-1.4263615/t005-1.4263616/2976951-1.4263656/2975482-1.4263653},
  timestamp    = {Wed, 17 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/SeneviratneBBSH18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/psb/PayneSTM18,
  author       = {Philip R. O. Payne and
                  Nigam H. Shah and
                  Jessica D. Tenenbaum and
                  Lara M. Mangravite},
  editor       = {Russ B. Altman and
                  A. Keith Dunker and
                  Lawrence Hunter and
                  Marylyn D. Ritchie and
                  Teri E. Klein},
  title        = {Session introduction},
  booktitle    = {Biocomputing 2018: Proceedings of the Pacific Symposium, The Big Island
                  of Hawaii, Hawaii, USA, January 3-7, 2018},
  pages        = {240--246},
  year         = {2018},
  url          = {http://psb.stanford.edu/psb-online/proceedings/psb18/intro-demo.pdf},
  timestamp    = {Thu, 06 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/psb/PayneSTM18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/psb/PooleS18,
  author       = {Sarah Poole and
                  Nigam Shah},
  editor       = {Russ B. Altman and
                  A. Keith Dunker and
                  Lawrence Hunter and
                  Marylyn D. Ritchie and
                  Teri E. Klein},
  title        = {Addressing vital sign alarm fatigue using personalized alarm thresholds},
  booktitle    = {Biocomputing 2018: Proceedings of the Pacific Symposium, The Big Island
                  of Hawaii, Hawaii, USA, January 3-7, 2018},
  pages        = {472--483},
  year         = {2018},
  url          = {http://psb.stanford.edu/psb-online/proceedings/psb18/poole.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/psb/PooleS18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/db/Shah18,
  author       = {Nigam Shah},
  editor       = {Ling Liu and
                  M. Tamer {\"{O}}zsu},
  title        = {Biomedical Data/Content Acquisition, Curation},
  booktitle    = {Encyclopedia of Database Systems, Second Edition},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-1-4614-8265-9\_37},
  doi          = {10.1007/978-1-4614-8265-9\_37},
  timestamp    = {Thu, 14 Feb 2019 09:43:36 +0100},
  biburl       = {https://dblp.org/rec/reference/db/Shah18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1801-07860,
  author       = {Alvin Rajkomar and
                  Eyal Oren and
                  Kai Chen and
                  Andrew M. Dai and
                  Nissan Hajaj and
                  Peter J. Liu and
                  Xiaobing Liu and
                  Mimi Sun and
                  Patrik Sundberg and
                  Hector Yee and
                  Kun Zhang and
                  Gavin E. Duggan and
                  Gerardo Flores and
                  Michaela Hardt and
                  Jamie Irvine and
                  Quoc V. Le and
                  Kurt Litsch and
                  Jake Marcus and
                  Alexander Mossin and
                  Justin Tansuwan and
                  De Wang and
                  James Wexler and
                  Jimbo Wilson and
                  Dana Ludwig and
                  Samuel L. Volchenboum and
                  Katherine Chou and
                  Michael Pearson and
                  Srinivasan Madabushi and
                  Nigam H. Shah and
                  Atul J. Butte and
                  Michael D. Howell and
                  Claire Cui and
                  Greg Corrado and
                  Jeff Dean},
  title        = {Scalable and accurate deep learning for electronic health records},
  journal      = {CoRR},
  volume       = {abs/1801.07860},
  year         = {2018},
  url          = {http://arxiv.org/abs/1801.07860},
  eprinttype    = {arXiv},
  eprint       = {1801.07860},
  timestamp    = {Fri, 14 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1801-07860.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1804-05146,
  author       = {Alejandro Schuler and
                  Nigam Shah},
  title        = {General-purpose validation and model selection when estimating individual
                  treatment effects},
  journal      = {CoRR},
  volume       = {abs/1804.05146},
  year         = {2018},
  url          = {http://arxiv.org/abs/1804.05146},
  eprinttype    = {arXiv},
  eprint       = {1804.05146},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1804-05146.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-08324,
  author       = {Anand Avati and
                  Tony Duan and
                  Kenneth Jung and
                  Nigam H. Shah and
                  Andrew Y. Ng},
  title        = {Countdown Regression: Sharp and Calibrated Survival Predictions},
  journal      = {CoRR},
  volume       = {abs/1806.08324},
  year         = {2018},
  url          = {http://arxiv.org/abs/1806.08324},
  eprinttype    = {arXiv},
  eprint       = {1806.08324},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1806-08324.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1808-03331,
  author       = {Daisy Yi Ding and
                  Chlo{\'{e}} Simpson and
                  Stephen Pfohl and
                  Dave C. Kale and
                  Kenneth Jung and
                  Nigam H. Shah},
  title        = {The Effectiveness of Multitask Learning for Phenotyping with Electronic
                  Health Records Data},
  journal      = {CoRR},
  volume       = {abs/1808.03331},
  year         = {2018},
  url          = {http://arxiv.org/abs/1808.03331},
  eprinttype    = {arXiv},
  eprint       = {1808.03331},
  timestamp    = {Sun, 02 Sep 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1808-03331.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1809-04663,
  author       = {Stephen Pfohl and
                  Ben J. Marafino and
                  Adrien Coulet and
                  F{\'{a}}tima Rodriguez and
                  Latha Palaniappan and
                  Nigam H. Shah},
  title        = {Creating Fair Models of Atherosclerotic Cardiovascular Disease Risk},
  journal      = {CoRR},
  volume       = {abs/1809.04663},
  year         = {2018},
  url          = {http://arxiv.org/abs/1809.04663},
  eprinttype    = {arXiv},
  eprint       = {1809.04663},
  timestamp    = {Wed, 02 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1809-04663.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-00371,
  author       = {Anand Avati and
                  Stephen Pfohl and
                  Chris Lin and
                  Thao Nguyen and
                  Meng Zhang and
                  Philip Hwang and
                  Jessica Wetstone and
                  Kenneth Jung and
                  Andrew Y. Ng and
                  Nigam H. Shah},
  title        = {Predicting Inpatient Discharge Prioritization With Electronic Health
                  Records},
  journal      = {CoRR},
  volume       = {abs/1812.00371},
  year         = {2018},
  url          = {http://arxiv.org/abs/1812.00371},
  eprinttype    = {arXiv},
  eprint       = {1812.00371},
  timestamp    = {Tue, 01 Jan 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1812-00371.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/LowDSCSWLHMDFRS17,
  author       = {Yen S. Low and
                  Aaron C. Daugherty and
                  Elizabeth A. Schroeder and
                  William Chen and
                  Tina Seto and
                  Susan C. Weber and
                  Michael Lim and
                  Trevor Hastie and
                  Maya Mathur and
                  Manisha Desai and
                  Carl Farrington and
                  Andrew A. Radin and
                  Marina Sirota and
                  Pragati Kenkare and
                  Caroline A. Thompson and
                  Peter P. Yu and
                  Scarlett L. Gomez and
                  George W. Sledge and
                  Allison W. Kurian and
                  Nigam H. Shah},
  title        = {Synergistic drug combinations from electronic health records and gene
                  expression},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {24},
  number       = {3},
  pages        = {565--576},
  year         = {2017},
  url          = {https://doi.org/10.1093/jamia/ocw161},
  doi          = {10.1093/JAMIA/OCW161},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/LowDSCSWLHMDFRS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/HarpazDSBFHRSWW17,
  author       = {Rave Harpaz and
                  William DuMouchel and
                  Martijn J. Schuemie and
                  Olivier Bodenreider and
                  Carol Friedman and
                  Eric Horvitz and
                  Anna Ripple and
                  Alfred Sorbello and
                  Ryen W. White and
                  Rainer Winnenburg and
                  Nigam H. Shah},
  title        = {Toward multimodal signal detection of adverse drug reactions},
  journal      = {J. Biomed. Informatics},
  volume       = {76},
  pages        = {41--49},
  year         = {2017},
  url          = {https://doi.org/10.1016/j.jbi.2017.10.013},
  doi          = {10.1016/J.JBI.2017.10.013},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jbi/HarpazDSBFHRSWW17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/DukeHRS17,
  author       = {Jon D. Duke and
                  George Hripcsak and
                  Patrick B. Ryan and
                  Nigam Shah},
  title        = {From Large-Scale Network Analytics to Clinical Solutions in {OHDSI}},
  booktitle    = {{AMIA} 2017, American Medical Informatics Association Annual Symposium,
                  Washington, DC, USA, November 4-8, 2017},
  publisher    = {{AMIA}},
  year         = {2017},
  url          = {https://knowledge.amia.org/65881-amiab-1.4254737/t002-1.4258887/f002-1.4258888/2731789-1.4258991/2732209-1.4258988},
  timestamp    = {Wed, 17 Apr 2024 11:47:24 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/DukeHRS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/WangSSC17,
  author       = {Jason K. Wang and
                  Alejandro Schuler and
                  Nigam Shah and
                  Jonathan H. Chen},
  title        = {Impact of Clinician Experience on Machine Learned Clinical Order Patterns},
  booktitle    = {{AMIA} 2017, American Medical Informatics Association Annual Symposium,
                  Washington, DC, USA, November 4-8, 2017},
  publisher    = {{AMIA}},
  year         = {2017},
  url          = {https://knowledge.amia.org/65881-amiab-1.4254737/t001-1.4259018/f001-1.4259019/2731495-1.4259065/2729597-1.4259062},
  timestamp    = {Wed, 17 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/WangSSC17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bibm/AvatiJHDNS17,
  author       = {Anand Avati and
                  Kenneth Jung and
                  Stephanie Harman and
                  Lance Downing and
                  Andrew Y. Ng and
                  Nigam H. Shah},
  editor       = {Xiaohua Hu and
                  Chi{-}Ren Shyu and
                  Yana Bromberg and
                  Jean Gao and
                  Yang Gong and
                  Dmitry Korkin and
                  Illhoi Yoo and
                  Huiru Jane Zheng},
  title        = {Improving palliative care with deep learning},
  booktitle    = {2017 {IEEE} International Conference on Bioinformatics and Biomedicine,
                  {BIBM} 2017, Kansas City, MO, USA, November 13-16, 2017},
  pages        = {311--316},
  publisher    = {{IEEE} Computer Society},
  year         = {2017},
  url          = {https://doi.org/10.1109/BIBM.2017.8217669},
  doi          = {10.1109/BIBM.2017.8217669},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/bibm/AvatiJHDNS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cri/AgarwalSS17,
  author       = {Vibhu Agarwal and
                  Mathew Smuck and
                  Nigam Shah},
  title        = {Quantifying the relative change in physical activity after Total Knee
                  Arthroplasty using accelerometer based measurements},
  booktitle    = {Summit on Clinical Research Informatics, {CRI} 2017, San Francisco,
                  CA, USA, March 27-30, 2017},
  publisher    = {{AMIA}},
  year         = {2017},
  url          = {http://knowledge.amia.org/amia-64484-cri2017-1.3520710/t005-1.3521351/t005-1.3521352/a146-1.3521374},
  timestamp    = {Wed, 20 Jun 2018 17:09:15 +0200},
  biburl       = {https://dblp.org/rec/conf/cri/AgarwalSS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cri/BandaHSS17,
  author       = {Juan M. Banda and
                  Yoni Halpern and
                  David A. Sontag and
                  Nigam Shah},
  title        = {Electronic phenotyping with {APHRODITE} and the Observational Health
                  Sciences and Informatics {(OHDSI)} data network},
  booktitle    = {Summit on Clinical Research Informatics, {CRI} 2017, San Francisco,
                  CA, USA, March 27-30, 2017},
  publisher    = {{AMIA}},
  year         = {2017},
  url          = {http://knowledge.amia.org/amia-64484-cri2017-1.3520710/t002-1.3521687/t002-1.3521688/a015-1.3521778/a016-1.3521775},
  timestamp    = {Fri, 15 Nov 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cri/BandaHSS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cri/SchulerWLBESL17,
  author       = {Alejandro Schuler and
                  David A. Wulf and
                  Yun Lu and
                  Jennifer M. Baker and
                  Gabriel J. Escobar and
                  Nigam Shah and
                  Vincent X. Liu},
  title        = {A novel propensity modeling approach to estimate the causal impact
                  of acute organ dysfunction on long-term survival in sepsis},
  booktitle    = {Summit on Clinical Research Informatics, {CRI} 2017, San Francisco,
                  CA, USA, March 27-30, 2017},
  publisher    = {{AMIA}},
  year         = {2017},
  url          = {http://knowledge.amia.org/amia-64484-cri2017-1.3520710/t003-1.3521532/t003-1.3521533/a084-1.3521564/a085-1.3521561},
  timestamp    = {Tue, 23 Jan 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cri/SchulerWLBESL17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/DuboisRJSK17,
  author       = {S{\'{e}}bastien Dubois and
                  Nathanael Romano and
                  Kenneth Jung and
                  Nigam Shah and
                  David C. Kale},
  title        = {The Effectiveness of Transfer Learning in Electronic Health Records
                  Data},
  booktitle    = {5th International Conference on Learning Representations, {ICLR} 2017,
                  Toulon, France, April 24-26, 2017, Workshop Track Proceedings},
  publisher    = {OpenReview.net},
  year         = {2017},
  url          = {https://openreview.net/forum?id=B1\_E8xrKe},
  timestamp    = {Thu, 04 Apr 2019 13:20:08 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/DuboisRJSK17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/psb/AgarwalS17,
  author       = {Vibhu Agarwal and
                  Nigam H. Shah},
  editor       = {Russ B. Altman and
                  A. Keith Dunker and
                  Lawrence Hunter and
                  Marylyn D. Ritchie and
                  Teri E. Klein},
  title        = {Learning Attributes of Disease Progression from Trajectories of Sparse
                  Lab Values},
  booktitle    = {Biocomputing 2017: Proceedings of the Pacific Symposium, Kohala Coast,
                  Hawaii, USA, January 3-7, 2017},
  pages        = {184--194},
  year         = {2017},
  url          = {http://psb.stanford.edu/psb-online/proceedings/psb17/agarwal.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/psb/AgarwalS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/psb/PayneHST17,
  author       = {Philip R. O. Payne and
                  Kun Huang and
                  Nigam H. Shah and
                  Jessica D. Tenenbaum},
  editor       = {Russ B. Altman and
                  A. Keith Dunker and
                  Lawrence Hunter and
                  Marylyn D. Ritchie and
                  Teri E. Klein},
  title        = {Open Data for Discovery Science},
  booktitle    = {Biocomputing 2017: Proceedings of the Pacific Symposium, Kohala Coast,
                  Hawaii, USA, January 3-7, 2017},
  pages        = {649--652},
  year         = {2017},
  url          = {http://psb.stanford.edu/psb-online/proceedings/psb17/wkshop-opendata.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/psb/PayneHST17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DuboisDKSJ17,
  author       = {S{\'{e}}bastien Dubois and
                  Nathanael Romano and
                  Nigam Shah and
                  Kenneth Jung},
  title        = {Learning Effective Representations from Clinical Notes},
  journal      = {CoRR},
  volume       = {abs/1705.07025},
  year         = {2017},
  url          = {http://arxiv.org/abs/1705.07025},
  eprinttype    = {arXiv},
  eprint       = {1705.07025},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/DuboisDKSJ17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-06402,
  author       = {Anand Avati and
                  Kenneth Jung and
                  Stephanie Harman and
                  Lance Downing and
                  Andrew Y. Ng and
                  Nigam H. Shah},
  title        = {Improving Palliative Care with Deep Learning},
  journal      = {CoRR},
  volume       = {abs/1711.06402},
  year         = {2017},
  url          = {http://arxiv.org/abs/1711.06402},
  eprinttype    = {arXiv},
  eprint       = {1711.06402},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1711-06402.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bib/OellrichCGRSBBG16,
  author       = {Anika Oellrich and
                  Nigel Collier and
                  Tudor Groza and
                  Dietrich Rebholz{-}Schuhmann and
                  Nigam Shah and
                  Olivier Bodenreider and
                  Mary Regina Boland and
                  Ivo I. Georgiev and
                  Hongfang Liu and
                  Kevin M. Livingston and
                  Augustin Luna and
                  Ann{-}Marie Mallon and
                  Prashanti Manda and
                  Peter N. Robinson and
                  Gabriella Rustici and
                  Michelle Simon and
                  Liqin Wang and
                  Rainer Winnenburg and
                  Michel Dumontier},
  title        = {The digital revolution in phenotyping},
  journal      = {Briefings Bioinform.},
  volume       = {17},
  number       = {5},
  pages        = {819--830},
  year         = {2016},
  url          = {https://doi.org/10.1093/bib/bbv083},
  doi          = {10.1093/BIB/BBV083},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bib/OellrichCGRSBBG16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/biodb/CallahanAASFPSV16,
  author       = {Alison Callahan and
                  Saminda Abeyruwan and
                  Hassan Al{-}Ali and
                  Kunie Sakurai and
                  Adam R. Ferguson and
                  Phillip G. Popovich and
                  Nigam H. Shah and
                  Ubbo Visser and
                  John L. Bixby and
                  Vance P. Lemmon},
  title        = {RegenBase: a knowledge base of spinal cord injury biology for translational
                  research},
  journal      = {Database J. Biol. Databases Curation},
  volume       = {2016},
  year         = {2016},
  url          = {https://doi.org/10.1093/database/baw040},
  doi          = {10.1093/DATABASE/BAW040},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/biodb/CallahanAASFPSV16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/biomedsem/VerspoorOCGRSDS16,
  author       = {Karin Verspoor and
                  Anika Oellrich and
                  Nigel Collier and
                  Tudor Groza and
                  Philippe Rocca{-}Serra and
                  Larisa N. Soldatova and
                  Michel Dumontier and
                  Nigam Shah},
  title        = {Thematic issue of the Second combined Bio-ontologies and Phenotypes
                  Workshop},
  journal      = {J. Biomed. Semant.},
  volume       = {7},
  pages        = {66:1--66:4},
  year         = {2016},
  url          = {https://doi.org/10.1186/s13326-016-0108-7},
  doi          = {10.1186/S13326-016-0108-7},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/biomedsem/VerspoorOCGRSDS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/WinnenburgS16,
  author       = {Rainer Winnenburg and
                  Nigam H. Shah},
  title        = {Generalized enrichment analysis improves the detection of adverse
                  drug events from the biomedical literature},
  journal      = {{BMC} Bioinform.},
  volume       = {17},
  pages        = {250},
  year         = {2016},
  url          = {https://doi.org/10.1186/s12859-016-1080-z},
  doi          = {10.1186/S12859-016-1080-Z},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bmcbi/WinnenburgS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/WileyTDFOSMS16,
  author       = {Laura K. Wiley and
                  Peter Tarczy{-}Hornoch and
                  Joshua C. Denny and
                  Robert R. Freimuth and
                  Casey L. Overby and
                  Nigam Shah and
                  Ross D. Martin and
                  Indra Neil Sarkar},
  title        = {Harnessing next-generation informatics for personalizing medicine:
                  a report from AMIA's 2014 Health Policy Invitational Meeting},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {23},
  number       = {2},
  pages        = {413--419},
  year         = {2016},
  url          = {https://doi.org/10.1093/jamia/ocv111},
  doi          = {10.1093/JAMIA/OCV111},
  timestamp    = {Mon, 11 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/WileyTDFOSMS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/AgarwalPBGLMSGS16,
  author       = {Vibhu Agarwal and
                  Tanya Podchiyska and
                  Juan M. Banda and
                  Veena Goel and
                  Tiffany I. Leung and
                  Evan P. Minty and
                  Timothy E. Sweeney and
                  Elsie Gyang and
                  Nigam H. Shah},
  title        = {Learning statistical models of phenotypes using noisy labeled training
                  data},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {23},
  number       = {6},
  pages        = {1166--1173},
  year         = {2016},
  url          = {https://doi.org/10.1093/jamia/ocw028},
  doi          = {10.1093/JAMIA/OCW028},
  timestamp    = {Mon, 11 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/AgarwalPBGLMSGS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/PooleSS16,
  author       = {Sarah Poole and
                  Lee Frederick Schroeder and
                  Nigam Shah},
  title        = {An unsupervised learning method to identify reference intervals from
                  a clinical database},
  journal      = {J. Biomed. Informatics},
  volume       = {59},
  pages        = {276--284},
  year         = {2016},
  url          = {https://doi.org/10.1016/j.jbi.2015.12.010},
  doi          = {10.1016/J.JBI.2015.12.010},
  timestamp    = {Tue, 16 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jbi/PooleSS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/DukeSHR16,
  author       = {Jon D. Duke and
                  Nigam H. Shah and
                  George Hripcsak and
                  Patrick B. Ryan},
  title        = {Ensuring Reproducibility in Observational Research: Building and Sharing
                  Knowledge Resources in the {OHDSI} Network},
  booktitle    = {{AMIA} 2016, American Medical Informatics Association Annual Symposium,
                  Chicago, IL, USA, November 12-16, 2016},
  publisher    = {{AMIA}},
  year         = {2016},
  url          = {https://knowledge.amia.org/amia-63300-1.3360278/t002-1.3365085/f002-1.3365086/2493905-1.3365210/2498726-1.3365203},
  timestamp    = {Wed, 17 Apr 2024 11:47:32 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/DukeSHR16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/HuSMRJ16,
  author       = {Jianying Hu and
                  Nigam H. Shah and
                  Bradley A. Malin and
                  Patrick B. Ryan and
                  Anil Jain},
  title        = {Big Data for Healthcare and Life Sciences: Learning Useful Insights
                  from Imperfect Data},
  booktitle    = {{AMIA} 2016, American Medical Informatics Association Annual Symposium,
                  Chicago, IL, USA, November 12-16, 2016},
  publisher    = {{AMIA}},
  year         = {2016},
  url          = {https://knowledge.amia.org/amia-63300-1.3360278/t002-1.3365085/f002-1.3365086/2500097-1.3365189/2498668-1.3365186},
  timestamp    = {Wed, 17 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/HuSMRJ16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/VashishtJS16,
  author       = {Rohit Vashisht and
                  Kenneth Jung and
                  Nigam Shah},
  title        = {Learning Effective Treatment Pathways for Type-2 Diabetes from a clinical
                  data warehouse},
  booktitle    = {{AMIA} 2016, American Medical Informatics Association Annual Symposium,
                  Chicago, IL, USA, November 12-16, 2016},
  publisher    = {{AMIA}},
  year         = {2016},
  url          = {https://knowledge.amia.org/amia-63300-1.3360278/t007-1.3362675/f007-1.3362676/2499850-1.3362715/2499496-1.3362710},
  timestamp    = {Wed, 17 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/VashishtJS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cri/AgarwalHMSSS16,
  author       = {Vibhu Agarwal and
                  Lichy Han and
                  Isaac Madan and
                  Shaurya Saluja and
                  Aaditya Shidham and
                  Nigam Shah},
  title        = {Predicting hospital visits from geo-tagged Internet search logs},
  booktitle    = {Summit on Clinical Research Informatics, {CRI} 2016, San Francisco,
                  CA, USA, March 21-24, 2016},
  publisher    = {{AMIA}},
  year         = {2016},
  url          = {http://knowledge.amia.org/amia-59309-cri2016-1.3011827/t003-1.3012832/f003-1.3012833/a010-1.3012971},
  timestamp    = {Wed, 20 Jun 2018 17:09:02 +0200},
  biburl       = {https://dblp.org/rec/conf/cri/AgarwalHMSSS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cri/DukeHSRH16,
  author       = {Jon D. Duke and
                  George Hripcsak and
                  Nigam Shah and
                  Patrick B. Ryan and
                  Vojtech Huser},
  title        = {Observational Health Data Sciences and Informatics {(OHDSI):} {A}
                  Rapidly Growing International Network for Open Science and Data Analytics
                  in Healthcare},
  booktitle    = {Summit on Clinical Research Informatics, {CRI} 2016, San Francisco,
                  CA, USA, March 21-24, 2016},
  publisher    = {{AMIA}},
  year         = {2016},
  url          = {http://knowledge.amia.org/amia-59309-cri2016-1.3011827/t002-1.3012976/f002-1.3012977/a005-1.3012990/a006-1.3012987},
  timestamp    = {Thu, 25 Jan 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cri/DukeHSRH16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cri/NordenSPASKM16,
  author       = {Justin Norden and
                  Timothy E. Sweeney and
                  Aleksandra Pavlovic and
                  Euan A. Ashley and
                  Nigam Shah and
                  Cindy Kin and
                  Alexander Morgan},
  title        = {A Pilot Study of the Integration of a Quantified-self Wearable Device
                  with {EMR} data in the Acute Postoperative Setting},
  booktitle    = {Summit on Clinical Research Informatics, {CRI} 2016, San Francisco,
                  CA, USA, March 21-24, 2016},
  publisher    = {{AMIA}},
  year         = {2016},
  url          = {http://knowledge.amia.org/amia-59309-cri2016-1.3011827/t004-1.3012641/f004-1.3012642/a095-1.3012739/a097-1.3012734},
  timestamp    = {Thu, 25 Jan 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cri/NordenSPASKM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cri/PooleGS16,
  author       = {Sarah F. Poole and
                  Shaun J. Grannis and
                  Nigam Shah},
  title        = {Predicting Emergency Department Visits},
  booktitle    = {Summit on Clinical Research Informatics, {CRI} 2016, San Francisco,
                  CA, USA, March 21-24, 2016},
  publisher    = {{AMIA}},
  year         = {2016},
  url          = {http://knowledge.amia.org/amia-59309-cri2016-1.3011827/t006-1.3012375/f006-1.3012376/a232-1.3012385},
  timestamp    = {Thu, 25 Jan 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cri/PooleGS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/psb/ReganASSHSP16,
  author       = {Kelly Regan and
                  Zachary B. Abrams and
                  Michael F. Sharpnack and
                  Arunima Srivastava and
                  Kun Huang and
                  Nigam Shah and
                  Philip R. O. Payne},
  editor       = {Russ B. Altman and
                  A. Keith Dunker and
                  Lawrence Hunter and
                  Teri E. Klein and
                  Marylyn D. Ritchie},
  title        = {Session Introduction},
  booktitle    = {Biocomputing 2016: Proceedings of the Pacific Symposium, Kohala Coast,
                  Hawaii, USA, January 4-8, 2016},
  pages        = {1--8},
  year         = {2016},
  url          = {http://psb.stanford.edu/psb-online/proceedings/psb16/intro-discovery.pdf},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/psb/ReganASSHSP16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/psb/SchulerLWCUSS16,
  author       = {Alejandro Schuler and
                  Vincent X. Liu and
                  Joe Wan and
                  Alison Callahan and
                  Madeleine Udell and
                  David E. Stark and
                  Nigam H. Shah},
  editor       = {Russ B. Altman and
                  A. Keith Dunker and
                  Lawrence Hunter and
                  Teri E. Klein and
                  Marylyn D. Ritchie},
  title        = {Discovering Patient Phenotypes Using Generalized Low Rank Models},
  booktitle    = {Biocomputing 2016: Proceedings of the Pacific Symposium, Kohala Coast,
                  Hawaii, USA, January 4-8, 2016},
  pages        = {144--155},
  year         = {2016},
  url          = {http://psb.stanford.edu/psb-online/proceedings/psb16/schuler.pdf},
  timestamp    = {Fri, 09 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/psb/SchulerLWCUSS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/biomedsem/SoldatovaCOGVRD15,
  author       = {Larisa N. Soldatova and
                  Nigel Collier and
                  Anika Oellrich and
                  Tudor Groza and
                  Karin Verspoor and
                  Philippe Rocca{-}Serra and
                  Michel Dumontier and
                  Nigam H. Shah},
  title        = {Special issue on bio-ontologies and phenotypes},
  journal      = {J. Biomed. Semant.},
  volume       = {6},
  pages        = {40},
  year         = {2015},
  url          = {https://doi.org/10.1186/s13326-015-0040-2},
  doi          = {10.1186/S13326-015-0040-2},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/biomedsem/SoldatovaCOGVRD15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/JungLIBPS15,
  author       = {Kenneth Jung and
                  Paea LePendu and
                  Srinivasan Iyer and
                  Anna Bauer{-}Mehren and
                  Bethany Percha and
                  Nigam H. Shah},
  title        = {Functional evaluation of out-of-the-box text-mining tools for data-mining
                  tasks},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {22},
  number       = {1},
  pages        = {121--131},
  year         = {2015},
  url          = {https://doi.org/10.1136/amiajnl-2014-002902},
  doi          = {10.1136/AMIAJNL-2014-002902},
  timestamp    = {Tue, 09 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/JungLIBPS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/WangJWS15,
  author       = {Guan Wang and
                  Kenneth Jung and
                  Rainer Winnenburg and
                  Nigam H. Shah},
  title        = {A method for systematic discovery of adverse drug events from clinical
                  notes},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {22},
  number       = {6},
  pages        = {1196--1204},
  year         = {2015},
  url          = {https://doi.org/10.1093/jamia/ocv102},
  doi          = {10.1093/JAMIA/OCV102},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/WangJWS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/JungS15,
  author       = {Kenneth Jung and
                  Nigam H. Shah},
  title        = {Implications of non-stationarity on predictive modeling using EHRs},
  journal      = {J. Biomed. Informatics},
  volume       = {58},
  pages        = {168--174},
  year         = {2015},
  url          = {https://doi.org/10.1016/j.jbi.2015.10.006},
  doi          = {10.1016/J.JBI.2015.10.006},
  timestamp    = {Tue, 16 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jbi/JungS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/midm/CureMSL15,
  author       = {Olivier C. Cur{\'{e}} and
                  Henri Maurer and
                  Nigam H. Shah and
                  Paea LePendu},
  title        = {A formal concept analysis and semantic query expansion cooperation
                  to refine health outcomes of interest},
  journal      = {{BMC} Medical Informatics Decis. Mak.},
  volume       = {15-S},
  number       = {{S-1}},
  pages        = {S8},
  year         = {2015},
  url          = {https://doi.org/10.1186/1472-6947-15-S1-S8},
  doi          = {10.1186/1472-6947-15-S1-S8},
  timestamp    = {Sun, 21 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/midm/CureMSL15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/ButteSTXZ15,
  author       = {Atul J. Butte and
                  Nigam Shah and
                  Nicholas P. Tatonetti and
                  Hua Xu and
                  Ping Zhang},
  title        = {Recent Advances in Computational Drug Repositioning},
  booktitle    = {{AMIA} 2015, American Medical Informatics Association Annual Symposium,
                  San Francisco, CA, USA, November 14-18, 2015},
  publisher    = {{AMIA}},
  year         = {2015},
  url          = {https://knowledge.amia.org/59310-amia-1.2741865/t002-1.2745869/f002-1.2745870/2247667-1.2745943/2230525-1.2745940},
  timestamp    = {Wed, 17 Apr 2024 11:47:40 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/ButteSTXZ15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/DukeHSR15,
  author       = {Jon D. Duke and
                  George Hripcsak and
                  Nigam Shah and
                  Patrick B. Ryan},
  title        = {The Value of an Open-Source Observational Research Collaboratory:
                  Results from the {OHDSI} Initiative},
  booktitle    = {{AMIA} 2015, American Medical Informatics Association Annual Symposium,
                  San Francisco, CA, USA, November 14-18, 2015},
  publisher    = {{AMIA}},
  year         = {2015},
  url          = {https://knowledge.amia.org/59310-amia-1.2741865/t002-1.2745869/f002-1.2745870/2237104-1.2745931/2247323-1.2745928},
  timestamp    = {Wed, 17 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/DukeHSR15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/medinfo/HripcsakDSRHSSP15,
  author       = {George Hripcsak and
                  Jon D. Duke and
                  Nigam H. Shah and
                  Christian G. Reich and
                  Vojtech Huser and
                  Martijn J. Schuemie and
                  Marc A. Suchard and
                  Rae Woong Park and
                  Ian Chi Kei Wong and
                  Peter R. Rijnbeek and
                  Johan van der Lei and
                  Nicole Pratt and
                  G. Niklas Nor{\'{e}}n and
                  Yu{-}Chuan Li and
                  Paul E. Stang and
                  David Madigan and
                  Patrick B. Ryan},
  editor       = {Indra Neil Sarkar and
                  Andrew Georgiou and
                  Paulo Mazzoncini de Azevedo Marques},
  title        = {Observational Health Data Sciences and Informatics {(OHDSI):} Opportunities
                  for Observational Researchers},
  booktitle    = {{MEDINFO} 2015: eHealth-enabled Health - Proceedings of the 15th World
                  Congress on Health and Biomedical Informatics, S{\~{a}}o Paulo, Brazil,
                  19-23 August 2015},
  series       = {Studies in Health Technology and Informatics},
  volume       = {216},
  pages        = {574--578},
  publisher    = {{IOS} Press},
  year         = {2015},
  url          = {https://doi.org/10.3233/978-1-61499-564-7-574},
  doi          = {10.3233/978-1-61499-564-7-574},
  timestamp    = {Mon, 03 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/medinfo/HripcsakDSRHSSP15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/psb/OdgersHCSS15,
  author       = {David J. Odgers and
                  Rave Harpaz and
                  Alison Callahan and
                  Gregor Stiglic and
                  Nigam H. Shah},
  editor       = {Russ B. Altman and
                  A. Keith Dunker and
                  Lawrence Hunter and
                  Teri E. Klein and
                  Marylyn D. Ritchie},
  title        = {Analyzing Search Behavior of Healthcare Professionals for Drug Safety
                  Surveillance},
  booktitle    = {Biocomputing 2015: Proceedings of the Pacific Symposium, Kohala Coast,
                  Hawaii, USA, January 4-8, 2015},
  pages        = {306--317},
  year         = {2015},
  url          = {http://psb.stanford.edu/psb-online/proceedings/psb15/odgers.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/psb/OdgersHCSS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/semweb/BandaKSD15,
  author       = {Juan M. Banda and
                  Tobias Kuhn and
                  Nigam H. Shah and
                  Michel Dumontier},
  editor       = {Marcelo Arenas and
                  {\'{O}}scar Corcho and
                  Elena Simperl and
                  Markus Strohmaier and
                  Mathieu d'Aquin and
                  Kavitha Srinivas and
                  Paul Groth and
                  Michel Dumontier and
                  Jeff Heflin and
                  Krishnaprasad Thirunarayan and
                  Steffen Staab},
  title        = {Provenance-Centered Dataset of Drug-Drug Interactions},
  booktitle    = {The Semantic Web - {ISWC} 2015 - 14th International Semantic Web Conference,
                  Bethlehem, PA, USA, October 11-15, 2015, Proceedings, Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {9367},
  pages        = {293--300},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-25010-6\_18},
  doi          = {10.1007/978-3-319-25010-6\_18},
  timestamp    = {Tue, 07 Sep 2021 13:47:57 +0200},
  biburl       = {https://dblp.org/rec/conf/semweb/BandaKSD15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BandaKSD15,
  author       = {Juan M. Banda and
                  Tobias Kuhn and
                  Nigam H. Shah and
                  Michel Dumontier},
  title        = {Provenance-Centered Dataset of Drug-Drug Interactions},
  journal      = {CoRR},
  volume       = {abs/1507.05408},
  year         = {2015},
  url          = {http://arxiv.org/abs/1507.05408},
  eprinttype    = {arXiv},
  eprint       = {1507.05408},
  timestamp    = {Sat, 23 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/BandaKSD15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/biomedsem/SoldatovaRDS14,
  author       = {Larisa N. Soldatova and
                  Philippe Rocca{-}Serra and
                  Michel Dumontier and
                  Nigam H. Shah},
  title        = {Selected papers from the 16th Annual Bio-Ontologies Special Interest
                  Group Meeting},
  journal      = {J. Biomed. Semant.},
  volume       = {5},
  number       = {{S-1}},
  pages        = {1},
  year         = {2014},
  url          = {https://doi.org/10.1186/2041-1480-5-S1-I1},
  doi          = {10.1186/2041-1480-5-S1-I1},
  timestamp    = {Thu, 13 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/biomedsem/SoldatovaRDS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/IyerHLBS14,
  author       = {Srinivasan V Iyer and
                  Rave Harpaz and
                  Paea LePendu and
                  Anna Bauer{-}Mehren and
                  Nigam H. Shah},
  title        = {Mining clinical text for signals of adverse drug-drug interactions},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {21},
  number       = {2},
  pages        = {353--362},
  year         = {2014},
  url          = {https://doi.org/10.1136/amiajnl-2013-001612},
  doi          = {10.1136/AMIAJNL-2013-001612},
  timestamp    = {Tue, 09 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/IyerHLBS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/HuangLITCS14,
  author       = {Sandy Huang and
                  Paea LePendu and
                  Srinivasan V Iyer and
                  Ming Tai{-}Seale and
                  David Carrell and
                  Nigam H. Shah},
  title        = {Toward personalizing treatment for depression: predicting diagnosis
                  and severity},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {21},
  number       = {6},
  pages        = {1069--1075},
  year         = {2014},
  url          = {https://doi.org/10.1136/amiajnl-2014-002733},
  doi          = {10.1136/AMIAJNL-2014-002733},
  timestamp    = {Tue, 09 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/HuangLITCS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/Shah14,
  author       = {Nigam Shah},
  editor       = {Sofus A. Macskassy and
                  Claudia Perlich and
                  Jure Leskovec and
                  Wei Wang and
                  Rayid Ghani},
  title        = {Medicine in the age of electronic health records},
  booktitle    = {The 20th {ACM} {SIGKDD} International Conference on Knowledge Discovery
                  and Data Mining, {KDD} '14, New York, NY, {USA} - August 24 - 27,
                  2014},
  pages        = {1518},
  publisher    = {{ACM}},
  year         = {2014},
  url          = {https://doi.org/10.1145/2623330.2630822},
  doi          = {10.1145/2623330.2630822},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/Shah14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/psb/GonzalezCLGSKY14,
  author       = {Graciela Gonzalez and
                  Kevin Bretonnel Cohen and
                  Robert Leaman and
                  Casey S. Greene and
                  Nigam Shah and
                  Maricel G. Kann and
                  Jieping Ye},
  editor       = {Russ B. Altman and
                  A. Keith Dunker and
                  Lawrence Hunter and
                  Teri E. Klein and
                  Marylyn D. Ritchie},
  title        = {Session introduction},
  booktitle    = {Biocomputing 2014: Proceedings of the Pacific Symposium, Kohala Coast,
                  Hawaii, USA, January 3-7, 2014},
  pages        = {312--315},
  year         = {2014},
  url          = {http://psb.stanford.edu/psb-online/proceedings/psb14/intro-text.pdf},
  timestamp    = {Wed, 25 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/psb/GonzalezCLGSKY14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/YangMLLS14,
  author       = {Jaewon Yang and
                  Julian J. McAuley and
                  Jure Leskovec and
                  Paea LePendu and
                  Nigam Shah},
  editor       = {Chin{-}Wan Chung and
                  Andrei Z. Broder and
                  Kyuseok Shim and
                  Torsten Suel},
  title        = {Finding progression stages in time-evolving event sequences},
  booktitle    = {23rd International World Wide Web Conference, {WWW} '14, Seoul, Republic
                  of Korea, April 7-11, 2014},
  pages        = {783--794},
  publisher    = {{ACM}},
  year         = {2014},
  url          = {https://doi.org/10.1145/2566486.2568044},
  doi          = {10.1145/2566486.2568044},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/www/YangMLLS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/biomedsem/SoldatovaSDS13,
  author       = {Larisa N. Soldatova and
                  Susanna{-}Assunta Sansone and
                  Michel Dumontier and
                  Nigam H. Shah},
  title        = {Selected papers from the 15th Annual Bio-Ontologies Special Interest
                  Group Meeting},
  journal      = {J. Biomed. Semant.},
  volume       = {4},
  number       = {{S-1}},
  pages        = {I1},
  year         = {2013},
  url          = {http://www.jbiomedsem.com/content/4/S1/I1},
  timestamp    = {Thu, 13 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/biomedsem/SoldatovaSDS13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/WittkopTEFBPSM13,
  author       = {Tobias Wittkop and
                  Emily TerAvest and
                  Uday S. Evani and
                  K. Mathew Fleisch and
                  Ari E. Berman and
                  Corey Powell and
                  Nigam H. Shah and
                  Sean D. Mooney},
  title        = {{STOP} using just {GO:} a multi-ontology hypothesis generation tool
                  for high throughput experimentation},
  journal      = {{BMC} Bioinform.},
  volume       = {14},
  pages        = {53},
  year         = {2013},
  url          = {https://doi.org/10.1186/1471-2105-14-53},
  doi          = {10.1186/1471-2105-14-53},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bmcbi/WittkopTEFBPSM13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/WhiteTSAH13,
  author       = {Ryen W. White and
                  Nicholas P. Tatonetti and
                  Nigam H. Shah and
                  Russ B. Altman and
                  Eric Horvitz},
  title        = {Web-scale pharmacovigilance: listening to signals from the crowd},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {20},
  number       = {3},
  pages        = {404--408},
  year         = {2013},
  url          = {https://doi.org/10.1136/amiajnl-2012-001482},
  doi          = {10.1136/AMIAJNL-2012-001482},
  timestamp    = {Mon, 11 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/WhiteTSAH13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/HarpazVDSHSCF13,
  author       = {Rave Harpaz and
                  Santiago Vilar and
                  William DuMouchel and
                  Hojjat Salmasian and
                  Krystl Haerian and
                  Nigam H. Shah and
                  Herbert S. Chase and
                  Carol Friedman},
  title        = {Combing signals from spontaneous reports and electronic health records
                  for detection of adverse drug reactions},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {20},
  number       = {3},
  pages        = {413--419},
  year         = {2013},
  url          = {https://doi.org/10.1136/amiajnl-2012-000930},
  doi          = {10.1136/AMIAJNL-2012-000930},
  timestamp    = {Mon, 11 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/HarpazVDSHSCF13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/HuangLITCS13,
  author       = {Sandy Huang and
                  Paea LePendu and
                  Srinivasan V Iyer and
                  Ming Tai{-}Seale and
                  David Carrell and
                  Nigam Shah},
  title        = {Predictive Models in Mental Health: From Diagnosis to Treatment},
  booktitle    = {{AMIA} 2013, American Medical Informatics Association Annual Symposium,
                  Washington, DC, USA, November 16-20, 2013},
  publisher    = {{AMIA}},
  year         = {2013},
  url          = {https://knowledge.amia.org/amia-55142-a2013e-1.580047/t-02-1.584671/f-002-1.584672/a-205-1.584834/a-212-1.584831},
  timestamp    = {Wed, 17 Apr 2024 11:47:55 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/HuangLITCS13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/ShahLBIJCH13,
  author       = {Nigam Shah and
                  Paea LePendu and
                  Anna Bauer{-}Mehren and
                  Srinivasan V Iyer and
                  Kenneth Jung and
                  Tyler Cole and
                  Rave Harpaz},
  title        = {Learning Practice-based Evidence from Unstructured Clinical Notes},
  booktitle    = {{AMIA} 2013, American Medical Informatics Association Annual Symposium,
                  Washington, DC, USA, November 16-20, 2013},
  publisher    = {{AMIA}},
  year         = {2013},
  url          = {https://knowledge.amia.org/amia-55142-a2013e-1.580047/t-02-1.584671/f-002-1.584672/a-460-1.584742/a-475-1.584737},
  timestamp    = {Wed, 17 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/ShahLBIJCH13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/CureMSL13,
  author       = {Olivier Cur{\'{e}} and
                  Henri Maurer and
                  Nigam Shah and
                  Paea LePendu},
  editor       = {Atul J. Butte and
                  Doheon Kim and
                  Min Song and
                  Hua Xu},
  title        = {Refining health outcomes of interest using formal concept analysis
                  and semantic query expansion},
  booktitle    = {Proceeding of the 7rd International Workshop on Data and Text Mining
                  in Bioinformatics, {DTMBIO} 2013, San Francisco, CA, USA, November
                  1, 2013},
  pages        = {5--6},
  publisher    = {{ACM}},
  year         = {2013},
  url          = {https://doi.org/10.1145/2512089.2512095},
  doi          = {10.1145/2512089.2512095},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cikm/CureMSL13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmla/LiuDJLS13,
  author       = {Haishan Liu and
                  Dejing Dou and
                  Ruoming Jin and
                  Paea LePendu and
                  Nigam Shah},
  title        = {Mining Biomedical Ontologies and Data Using {RDF} Hypergraphs},
  booktitle    = {12th International Conference on Machine Learning and Applications,
                  {ICMLA} 2013, Miami, FL, USA, December 4-7, 2013, Volume 1},
  pages        = {141--146},
  publisher    = {{IEEE}},
  year         = {2013},
  url          = {https://doi.org/10.1109/ICMLA.2013.31},
  doi          = {10.1109/ICMLA.2013.31},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icmla/LiuDJLS13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/HarpazDLS13,
  author       = {Rave Harpaz and
                  William DuMouchel and
                  Paea LePendu and
                  Nigam H. Shah},
  editor       = {Inderjit S. Dhillon and
                  Yehuda Koren and
                  Rayid Ghani and
                  Ted E. Senator and
                  Paul Bradley and
                  Rajesh Parekh and
                  Jingrui He and
                  Robert L. Grossman and
                  Ramasamy Uthurusamy},
  title        = {Empirical bayes model to combine signals of adverse drug reactions},
  booktitle    = {The 19th {ACM} {SIGKDD} International Conference on Knowledge Discovery
                  and Data Mining, {KDD} 2013, Chicago, IL, USA, August 11-14, 2013},
  pages        = {1339--1347},
  publisher    = {{ACM}},
  year         = {2013},
  url          = {https://doi.org/10.1145/2487575.2488214},
  doi          = {10.1145/2487575.2488214},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/HarpazDLS13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/psb/GonzalezCGHKLSY13,
  author       = {Graciela Gonzalez and
                  Kevin Bretonnel Cohen and
                  Casey S. Greene and
                  Udo Hahn and
                  Maricel G. Kann and
                  Robert Leaman and
                  Nigam Shah and
                  Jieping Ye},
  editor       = {Russ B. Altman and
                  A. Keith Dunker and
                  Lawrence Hunter and
                  Tiffany Murray and
                  Teri E. Klein},
  title        = {Session introduction},
  booktitle    = {Biocomputing 2013: Proceedings of the Pacific Symposium, Kohala Coast,
                  Hawaii, USA, January 3-7, 2013},
  pages        = {368--372},
  publisher    = {World Scientific Publishing},
  year         = {2013},
  url          = {http://psb.stanford.edu/psb-online/proceedings/psb13/intro-textmining.pdf},
  timestamp    = {Wed, 25 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/psb/GonzalezCGHKLSY13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/swat4ls/CureMSL13,
  author       = {Olivier Cur{\'{e}} and
                  Henri Maurer and
                  Nigam Shah and
                  Paea LePendu},
  editor       = {Adrian Paschke and
                  Albert Burger and
                  Paolo Romano and
                  M. Scott Marshall and
                  Andrea Splendiani},
  title        = {Refining Health Outcomes of Interest using Formal Concept Analysis
                  and Semantic Query Expansion},
  booktitle    = {Proceedings of the 6th International Workshop on Semantic Web Applications
                  and Tools for Life Sciences, Edinburgh, UK, December 10, 2013},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {1114},
  publisher    = {CEUR-WS.org},
  year         = {2013},
  url          = {https://ceur-ws.org/Vol-1114/Session1\_Cure.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:23:03 +0100},
  biburl       = {https://dblp.org/rec/conf/swat4ls/CureMSL13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bib/HahnCGS12,
  author       = {Udo Hahn and
                  Kevin Bretonnel Cohen and
                  Yael Garten and
                  Nigam H. Shah},
  title        = {Mining the pharmacogenomics literature - a survey of the state of
                  the art},
  journal      = {Briefings Bioinform.},
  volume       = {13},
  number       = {4},
  pages        = {460--494},
  year         = {2012},
  url          = {https://doi.org/10.1093/bib/bbs018},
  doi          = {10.1093/BIB/BBS018},
  timestamp    = {Thu, 04 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bib/HahnCGS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/biomedsem/SoldatovaSDS12,
  author       = {Larisa N. Soldatova and
                  Susanna{-}Assunta Sansone and
                  Michel Dumontier and
                  Nigam H. Shah},
  title        = {Selected papers from the 14th Annual Bio-Ontologies Special Interest
                  Group Meeting},
  journal      = {J. Biomed. Semant.},
  volume       = {3},
  number       = {{S-1}},
  pages        = {I1},
  year         = {2012},
  url          = {http://www.jbiomedsem.com/content/3/S1/I1},
  timestamp    = {Thu, 13 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/biomedsem/SoldatovaSDS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/biomedsem/LePenduIFS12,
  author       = {Paea LePendu and
                  Srinivasan V Iyer and
                  C{\'{e}}drick Fairon and
                  Nigam H. Shah},
  title        = {Annotation Analysis for Testing Drug Safety Signals using Unstructured
                  Clinical Notes},
  journal      = {J. Biomed. Semant.},
  volume       = {3},
  number       = {{S-1}},
  pages        = {S5},
  year         = {2012},
  url          = {http://www.jbiomedsem.com/content/3/S1/S5},
  timestamp    = {Tue, 09 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/biomedsem/LePenduIFS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/MusenNSWCSS12,
  author       = {Mark A. Musen and
                  Natalya Fridman Noy and
                  Nigam H. Shah and
                  Patricia L. Whetzel and
                  Christopher G. Chute and
                  Margaret{-}Anne D. Storey and
                  Barry Smith},
  title        = {The National Center for Biomedical Ontology},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {19},
  number       = {2},
  pages        = {190--195},
  year         = {2012},
  url          = {https://doi.org/10.1136/amiajnl-2011-000523},
  doi          = {10.1136/AMIAJNL-2011-000523},
  timestamp    = {Mon, 11 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/MusenNSWCSS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/LiuCLS12,
  author       = {Yi Liu and
                  Adrien Coulet and
                  Paea LePendu and
                  Nigam H. Shah},
  title        = {Using ontology-based annotation to profile disease research},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {19},
  number       = {e1},
  year         = {2012},
  url          = {https://doi.org/10.1136/amiajnl-2011-000631},
  doi          = {10.1136/AMIAJNL-2011-000631},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jamia/LiuCLS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/ShahT12,
  author       = {Nigam H. Shah and
                  Jessica D. Tenenbaum},
  title        = {The coming age of data-driven medicine: translational bioinformatics'
                  next frontier},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {19},
  number       = {e1},
  year         = {2012},
  url          = {https://doi.org/10.1136/amiajnl-2012-000969},
  doi          = {10.1136/AMIAJNL-2012-000969},
  timestamp    = {Mon, 11 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/ShahT12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/WuLLTMCS12,
  author       = {Stephen T. Wu and
                  Hongfang Liu and
                  Dingcheng Li and
                  Cui Tao and
                  Mark A. Musen and
                  Christopher G. Chute and
                  Nigam H. Shah},
  title        = {Unified Medical Language System term occurrences in clinical notes:
                  a large-scale corpus analysis},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {19},
  number       = {e1},
  year         = {2012},
  url          = {https://doi.org/10.1136/amiajnl-2011-000744},
  doi          = {10.1136/AMIAJNL-2011-000744},
  timestamp    = {Sat, 09 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/WuLLTMCS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/ShahCM12,
  author       = {Nigam H. Shah and
                  Tyler Cole and
                  Mark A. Musen},
  title        = {Chapter 9: Analyses Using Disease Ontologies},
  journal      = {PLoS Comput. Biol.},
  volume       = {8},
  number       = {12},
  year         = {2012},
  url          = {https://doi.org/10.1371/journal.pcbi.1002827},
  doi          = {10.1371/JOURNAL.PCBI.1002827},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ploscb/ShahCM12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/scfbm/NeylonABCHLMMPSSSVW12,
  author       = {Cameron Neylon and
                  Jan Aerts and
                  C. Titus Brown and
                  Simon J. Coles and
                  Les Hatton and
                  Daniel Lemire and
                  K. Jarrod Millman and
                  Peter Murray{-}Rust and
                  Fernando P{\'{e}}rez and
                  Neil F. W. Saunders and
                  Nigam Shah and
                  Arfon M. Smith and
                  Ga{\"{e}}l Varoquaux and
                  Egon L. Willighagen},
  title        = {Changing computational research. The challenges ahead},
  journal      = {Source Code Biol. Medicine},
  volume       = {7},
  pages        = {2},
  year         = {2012},
  url          = {https://doi.org/10.1186/1751-0473-7-2},
  doi          = {10.1186/1751-0473-7-2},
  timestamp    = {Fri, 09 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/scfbm/NeylonABCHLMMPSSSVW12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aina/ByambajavWRLS12,
  author       = {Byambajargal Byambajav and
                  Tomasz Wiktor Wlodarczyk and
                  Chunming Rong and
                  Paea LePendu and
                  Nigam Shah},
  editor       = {Leonard Barolli and
                  Tomoya Enokido and
                  Fatos Xhafa and
                  Makoto Takizawa},
  title        = {Performance of Left Outer Join on Hadoop with Right Side within Single
                  Node Memory Size},
  booktitle    = {26th International Conference on Advanced Information Networking and
                  Applications Workshops, {WAINA} 2012, Fukuoka, Japan, March 26-29,
                  2012},
  pages        = {1075--1080},
  publisher    = {{IEEE} Computer Society},
  year         = {2012},
  url          = {https://doi.org/10.1109/WAINA.2012.20},
  doi          = {10.1109/WAINA.2012.20},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aina/ByambajavWRLS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/psb/CohenGSH12,
  author       = {Kevin Bretonnel Cohen and
                  Yael Garten and
                  Nigam Shah and
                  Udo Hahn},
  editor       = {Russ B. Altman and
                  A. Keith Dunker and
                  Lawrence Hunter and
                  Tiffany Murray and
                  Teri E. Klein},
  title        = {Session introduction},
  booktitle    = {Biocomputing 2012: Proceedings of the Pacific Symposium, Kohala Coast,
                  Hawaii, USA, January 3-7, 2012},
  pages        = {375},
  publisher    = {World Scientific Publishing},
  year         = {2012},
  url          = {http://psb.stanford.edu/psb-online/proceedings/psb12/intro-textmining.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/psb/CohenGSH12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/semweb/2012satbi,
  editor       = {Alejandro Rodr{\'{\i}}guez Gonz{\'{a}}lez and
                  Jyotishman Pathak and
                  Mark D. Wilkinson and
                  Nigam Shah and
                  Robert Stevens and
                  Richard D. Boyce and
                  {\'{A}}ngel Garc{\'{\i}}a{-}Crespo},
  title        = {Proceedings of the Joint Workshop on Semantic Technologies Applied
                  to Biomedical Informatics and Individualized Medicine, Boston, USA,
                  November 12, 2012},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {930},
  publisher    = {CEUR-WS.org},
  year         = {2012},
  url          = {https://ceur-ws.org/Vol-930},
  urn          = {urn:nbn:de:0074-930-6},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/semweb/2012satbi.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/biomedsem/TirmiziAMMSSM11,
  author       = {Syed Hamid Tirmizi and
                  Stuart Aitken and
                  Dilvan A. Moreira and
                  Chris Mungall and
                  Juan F. Sequeda and
                  Nigam H. Shah and
                  Daniel P. Miranker},
  title        = {Mapping between the {OBO} and {OWL} ontology languages},
  journal      = {J. Biomed. Semant.},
  volume       = {2},
  number       = {{S-1}},
  pages        = {S3},
  year         = {2011},
  url          = {http://www.jbiomedsem.com/content/2/S1/S3},
  timestamp    = {Thu, 13 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/biomedsem/TirmiziAMMSSM11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/biomedsem/SoldatovaSSS11,
  author       = {Larisa N. Soldatova and
                  Susanna{-}Assunta Sansone and
                  Susie Stephens and
                  Nigam H. Shah},
  title        = {Selected papers from the 13th Annual Bio-Ontologies Special Interest
                  Group Meeting},
  journal      = {J. Biomed. Semant.},
  volume       = {2},
  number       = {{S-2}},
  pages        = {I1},
  year         = {2011},
  url          = {http://www.jbiomedsem.com/content/2/S2/I1},
  timestamp    = {Thu, 13 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/biomedsem/SoldatovaSSS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/biomedsem/CouletGDAMS11,
  author       = {Adrien Coulet and
                  Yael Garten and
                  Michel Dumontier and
                  Russ B. Altman and
                  Mark A. Musen and
                  Nigam H. Shah},
  title        = {Integration and publication of heterogeneous text-mined relationships
                  on the Semantic Web},
  journal      = {J. Biomed. Semant.},
  volume       = {2},
  number       = {{S-2}},
  pages        = {S10},
  year         = {2011},
  url          = {http://www.jbiomedsem.com/content/2/S2/S10},
  timestamp    = {Thu, 13 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/biomedsem/CouletGDAMS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/biomedsem/CallahanDS11,
  author       = {Alison Callahan and
                  Michel Dumontier and
                  Nigam H. Shah},
  title        = {HyQue: evaluating hypotheses using Semantic Web technologies},
  journal      = {J. Biomed. Semant.},
  volume       = {2},
  number       = {{S-2}},
  pages        = {S3},
  year         = {2011},
  url          = {http://www.jbiomedsem.com/content/2/S2/S3},
  timestamp    = {Thu, 13 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/biomedsem/CallahanDS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/ButteS11,
  author       = {Atul J. Butte and
                  Nigam H. Shah},
  title        = {Computationally translating molecular discoveries into tools for medicine:
                  translational bioinformatics articles now featured in \emph{JAMIA}},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {18},
  number       = {4},
  pages        = {352--353},
  year         = {2011},
  url          = {https://doi.org/10.1136/amiajnl-2011-000343},
  doi          = {10.1136/AMIAJNL-2011-000343},
  timestamp    = {Mon, 11 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/ButteS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/LePenduMS11,
  author       = {Paea LePendu and
                  Mark A. Musen and
                  Nigam H. Shah},
  title        = {Enabling enrichment analysis with the Human Disease Ontology},
  journal      = {J. Biomed. Informatics},
  volume       = {44},
  number       = {Supplement-1},
  pages        = {S31--S38},
  year         = {2011},
  url          = {https://doi.org/10.1016/j.jbi.2011.04.007},
  doi          = {10.1016/J.JBI.2011.04.007},
  timestamp    = {Tue, 16 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jbi/LePenduMS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nar/WhetzelNSANTM11,
  author       = {Patricia L. Whetzel and
                  Natalya Fridman Noy and
                  Nigam H. Shah and
                  Paul R. Alexander and
                  Csongor Nyulas and
                  Tania Tudorache and
                  Mark A. Musen},
  title        = {BioPortal: enhanced functionality via new Web services from the National
                  Center for Biomedical Ontology to access and use ontologies in software
                  applications},
  journal      = {Nucleic Acids Res.},
  volume       = {39},
  number       = {Web-Server-Issue},
  pages        = {541--545},
  year         = {2011},
  url          = {https://doi.org/10.1093/nar/gkr469},
  doi          = {10.1093/NAR/GKR469},
  timestamp    = {Sun, 17 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/nar/WhetzelNSANTM11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ws/JonquetLFCNMS11,
  author       = {Cl{\'{e}}ment Jonquet and
                  Paea LePendu and
                  Sean M. Falconer and
                  Adrien Coulet and
                  Natalya Fridman Noy and
                  Mark A. Musen and
                  Nigam H. Shah},
  title        = {{NCBO} Resource Index: Ontology-based search and mining of biomedical
                  resources},
  journal      = {J. Web Semant.},
  volume       = {9},
  number       = {3},
  pages        = {316--324},
  year         = {2011},
  url          = {https://doi.org/10.1016/j.websem.2011.06.005},
  doi          = {10.1016/J.WEBSEM.2011.06.005},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ws/JonquetLFCNMS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aswc/TaoNSSMC11,
  author       = {Cui Tao and
                  Natalya Fridman Noy and
                  Harold R. Solbrig and
                  Nigam H. Shah and
                  Mark A. Musen and
                  Christopher G. Chute},
  editor       = {Jeff Z. Pan and
                  Huajun Chen and
                  Hong{-}Gee Kim and
                  Juanzi Li and
                  Zhe Wu and
                  Ian Horrocks and
                  Riichiro Mizoguchi and
                  Zhaohui Wu},
  title        = {Proposed {SKOS} Extensions for BioPortal Terminology Services},
  booktitle    = {The Semantic Web - Joint International Semantic Technology Conference,
                  {JIST} 2011, Hangzhou, China, December 4-7, 2011. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {7185},
  pages        = {342--349},
  publisher    = {Springer},
  year         = {2011},
  url          = {https://doi.org/10.1007/978-3-642-29923-0\_23},
  doi          = {10.1007/978-3-642-29923-0\_23},
  timestamp    = {Tue, 12 Apr 2022 14:46:29 +0200},
  biburl       = {https://dblp.org/rec/conf/aswc/TaoNSSMC11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icbo/LePenduMS11,
  author       = {Paea LePendu and
                  Mark A. Musen and
                  Nigam H. Shah},
  editor       = {Olivier Bodenreider and
                  Maryann E. Martone and
                  Alan Ruttenberg},
  title        = {The Age of Data-Driven Medicine: Mining the Electronic Health Record},
  booktitle    = {Proceedings of the 2nd International Conference on Biomedical Ontology,
                  Buffalo, NY, USA, July 26-30, 2011},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {833},
  publisher    = {CEUR-WS.org},
  year         = {2011},
  url          = {https://ceur-ws.org/Vol-833/paper86.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:22:24 +0100},
  biburl       = {https://dblp.org/rec/conf/icbo/LePenduMS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icbo/WhetzelJYDFMS11,
  author       = {Patricia L. Whetzel and
                  Cl{\'{e}}ment Jonquet and
                  Cherie Youn and
                  Michael Dorf and
                  Ray W. Fergerson and
                  Mark A. Musen and
                  Nigam Shah},
  editor       = {Olivier Bodenreider and
                  Maryann E. Martone and
                  Alan Ruttenberg},
  title        = {The {NCBO} Annotator: Ontology-Based Annotation as a Web Service},
  booktitle    = {Proceedings of the 2nd International Conference on Biomedical Ontology,
                  Buffalo, NY, USA, July 26-30, 2011},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {833},
  publisher    = {CEUR-WS.org},
  year         = {2011},
  url          = {https://ceur-ws.org/Vol-833/paper57.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icbo/WhetzelJYDFMS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icbo/WhetzelNSADFSSCM11,
  author       = {Patricia L. Whetzel and
                  Natasha F. Noy and
                  Nigam Shah and
                  Paul R. Alexander and
                  Michael Dorf and
                  Ray W. Fergerson and
                  Margaret{-}Anne D. Storey and
                  Barry Smith and
                  Christopher G. Chute and
                  Mark A. Musen},
  editor       = {Olivier Bodenreider and
                  Maryann E. Martone and
                  Alan Ruttenberg},
  title        = {Bioportal: Ontologies and Integrated Data Resources at the Click of
                  a Mouse},
  booktitle    = {Proceedings of the 2nd International Conference on Biomedical Ontology,
                  Buffalo, NY, USA, July 26-30, 2011},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {833},
  publisher    = {CEUR-WS.org},
  year         = {2011},
  url          = {https://ceur-ws.org/Vol-833/paper52.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icbo/WhetzelNSADFSSCM11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/psb/CohenGHS11,
  author       = {Kevin Bretonnel Cohen and
                  Yael Garten and
                  Udo Hahn and
                  Nigam H. Shah},
  editor       = {Russ B. Altman and
                  A. Keith Dunker and
                  Lawrence Hunter and
                  Tiffany Murray and
                  Teri E. Klein},
  title        = {Workshop Introduction},
  booktitle    = {Biocomputing 2011: Proceedings of the Pacific Symposium, Kohala Coast,
                  Hawaii, USA, 3-7 January 2011},
  pages        = {362--363},
  publisher    = {World Scientific Publishing},
  year         = {2011},
  url          = {http://psb.stanford.edu/psb-online/proceedings/psb11/wkshop-pharma.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/psb/CohenGHS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/RoederJSBVH10,
  author       = {Christophe Roeder and
                  Cl{\'{e}}ment Jonquet and
                  Nigam H. Shah and
                  William A. Baumgartner Jr. and
                  Karin Verspoor and
                  Lawrence Hunter},
  title        = {A {UIMA} wrapper for the {NCBO} annotator},
  journal      = {Bioinform.},
  volume       = {26},
  number       = {14},
  pages        = {1800--1801},
  year         = {2010},
  url          = {https://doi.org/10.1093/bioinformatics/btq250},
  doi          = {10.1093/BIOINFORMATICS/BTQ250},
  timestamp    = {Thu, 17 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/RoederJSBVH10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/biomedsem/SoldatovaLSSS10,
  author       = {Larisa N. Soldatova and
                  Phillip W. Lord and
                  Susanna{-}Assunta Sansone and
                  Susie Stephens and
                  Nigam H. Shah},
  title        = {Selected papers from the 12\({}^{\mbox{th}}\) annual Bio-Ontologies
                  meeting},
  journal      = {J. Biomed. Semant.},
  volume       = {1},
  number       = {{S-1}},
  pages        = {I1},
  year         = {2010},
  url          = {http://www.jbiomedsem.com/content/1/S1/I1},
  timestamp    = {Thu, 13 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/biomedsem/SoldatovaLSSS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/biomedsem/JonquetMS10,
  author       = {Cl{\'{e}}ment Jonquet and
                  Mark A. Musen and
                  Nigam H. Shah},
  title        = {Building a biomedical ontology recommender web service},
  journal      = {J. Biomed. Semant.},
  volume       = {1},
  number       = {{S-1}},
  pages        = {S1},
  year         = {2010},
  url          = {http://www.jbiomedsem.com/content/1/S1/S1},
  timestamp    = {Thu, 13 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/biomedsem/JonquetMS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/CouletSGMA10,
  author       = {Adrien Coulet and
                  Nigam H. Shah and
                  Yael Garten and
                  Mark A. Musen and
                  Russ B. Altman},
  title        = {Using text to build semantic networks for pharmacogenomics},
  journal      = {J. Biomed. Informatics},
  volume       = {43},
  number       = {6},
  pages        = {1009--1019},
  year         = {2010},
  url          = {https://doi.org/10.1016/j.jbi.2010.08.005},
  doi          = {10.1016/J.JBI.2010.08.005},
  timestamp    = {Tue, 16 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jbi/CouletSGMA10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/f-ic/JonquetCSM10,
  author       = {Cl{\'{e}}ment Jonquet and
                  Adrien Coulet and
                  Nigam H. Shah and
                  Mark A. Musen},
  editor       = {Sylvie Despr{\`{e}}s},
  title        = {Indexation et int{\'{e}}gration de ressources textuelles {\`{a}}
                  l'aide d'ontologies : application au domaine biom{\'{e}}dical},
  booktitle    = {{IC} 2010 : 21es Journ{\'{e}}es Ing{\'{e}}nierie des Connaissances
                  2010 (Proceedings of the 21st French Knowledge Engineering Conference),
                  N{\^{\i}}mes, France, June 8-10, 2010},
  pages        = {271--282},
  publisher    = {Presse des Mines},
  year         = {2010},
  timestamp    = {Fri, 05 Oct 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/f-ic/JonquetCSM10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/psb/CouletSHBA10,
  author       = {Adrien Coulet and
                  Nigam H. Shah and
                  Lawrence Hunter and
                  Chitta Baral and
                  Russ B. Altman},
  editor       = {Russ B. Altman and
                  A. Keith Dunker and
                  Lawrence Hunter and
                  Tiffany Murray and
                  Teri E. Klein},
  title        = {Extraction of Genotype-Phenotype-Drug Relationships from Text: From
                  Entity Recognition to Bioinformatics Application},
  booktitle    = {Biocomputing 2010: Proceedings of the Pacific Symposium, Kamuela,
                  Hawaii, USA, 4-8 January 2010},
  pages        = {485--487},
  publisher    = {World Scientific Publishing},
  year         = {2010},
  url          = {http://psb.stanford.edu/psb-online/proceedings/psb10/wkshp-gdp.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/psb/CouletSHBA10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/semweb/LePenduNJASM10,
  author       = {Paea LePendu and
                  Natalya Fridman Noy and
                  Cl{\'{e}}ment Jonquet and
                  Paul R. Alexander and
                  Nigam H. Shah and
                  Mark A. Musen},
  editor       = {Peter F. Patel{-}Schneider and
                  Yue Pan and
                  Pascal Hitzler and
                  Peter Mika and
                  Lei Zhang and
                  Jeff Z. Pan and
                  Ian Horrocks and
                  Birte Glimm},
  title        = {Optimize First, Buy Later: Analyzing Metrics to Ramp-Up Very Large
                  Knowledge Bases},
  booktitle    = {The Semantic Web - {ISWC} 2010 - 9th International Semantic Web Conference,
                  {ISWC} 2010, Shanghai, China, November 7-11, 2010, Revised Selected
                  Papers, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {6496},
  pages        = {486--501},
  publisher    = {Springer},
  year         = {2010},
  url          = {https://doi.org/10.1007/978-3-642-17746-0\_31},
  doi          = {10.1007/978-3-642-17746-0\_31},
  timestamp    = {Tue, 12 Apr 2022 14:46:29 +0200},
  biburl       = {https://dblp.org/rec/conf/semweb/LePenduNJASM10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/ShahJCBCM09,
  author       = {Nigam H. Shah and
                  Cl{\'{e}}ment Jonquet and
                  Annie P. Chiang and
                  Atul J. Butte and
                  Rong Chen and
                  Mark A. Musen},
  title        = {Ontology-driven indexing of public datasets for translational bioinformatics},
  journal      = {{BMC} Bioinform.},
  volume       = {10},
  number       = {{S-2}},
  year         = {2009},
  url          = {https://doi.org/10.1186/1471-2105-10-S2-S1},
  doi          = {10.1186/1471-2105-10-S2-S1},
  timestamp    = {Sun, 15 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bmcbi/ShahJCBCM09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/ShahBJRCM09,
  author       = {Nigam H. Shah and
                  Nipun Bhatia and
                  Cl{\'{e}}ment Jonquet and
                  Daniel L. Rubin and
                  Annie P. Chiang and
                  Mark A. Musen},
  title        = {Comparison of concept recognizers for building the Open Biomedical
                  Annotator},
  journal      = {{BMC} Bioinform.},
  volume       = {10},
  number       = {{S-9}},
  pages        = {14},
  year         = {2009},
  url          = {https://doi.org/10.1186/1471-2105-10-S9-S14},
  doi          = {10.1186/1471-2105-10-S9-S14},
  timestamp    = {Sun, 15 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bmcbi/ShahBJRCM09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nar/NoySWDDGJRSCM09,
  author       = {Natalya Fridman Noy and
                  Nigam H. Shah and
                  Patricia L. Whetzel and
                  Benjamin Dai and
                  Michael Dorf and
                  Nicholas Griffith and
                  Cl{\'{e}}ment Jonquet and
                  Daniel L. Rubin and
                  Margaret{-}Anne D. Storey and
                  Christopher G. Chute and
                  Mark A. Musen},
  title        = {BioPortal: ontologies and integrated data resources at the click of
                  a mouse},
  journal      = {Nucleic Acids Res.},
  volume       = {37},
  number       = {Web-Server-Issue},
  pages        = {170--173},
  year         = {2009},
  url          = {https://doi.org/10.1093/nar/gkp440},
  doi          = {10.1093/NAR/GKP440},
  timestamp    = {Sun, 17 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/nar/NoySWDDGJRSCM09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/semweb/GhazvinianNJSM09,
  author       = {Amir Ghazvinian and
                  Natalya Fridman Noy and
                  Cl{\'{e}}ment Jonquet and
                  Nigam H. Shah and
                  Mark A. Musen},
  editor       = {Abraham Bernstein and
                  David R. Karger and
                  Tom Heath and
                  Lee Feigenbaum and
                  Diana Maynard and
                  Enrico Motta and
                  Krishnaprasad Thirunarayan},
  title        = {What Four Million Mappings Can Tell You about Two Hundred Ontologies},
  booktitle    = {The Semantic Web - {ISWC} 2009, 8th International Semantic Web Conference,
                  {ISWC} 2009, Chantilly, VA, USA, October 25-29, 2009. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {5823},
  pages        = {229--242},
  publisher    = {Springer},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-3-642-04930-9\_15},
  doi          = {10.1007/978-3-642-04930-9\_15},
  timestamp    = {Tue, 07 Sep 2021 13:47:49 +0200},
  biburl       = {https://dblp.org/rec/conf/semweb/GhazvinianNJSM09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/swat4ls/TirmiziAMMSSM09,
  author       = {Syed Hamid Tirmizi and
                  Stuart Aitken and
                  Dilvan A. Moreira and
                  Chris Mungall and
                  Juan F. Sequeda and
                  Nigam H. Shah and
                  Daniel P. Miranker},
  editor       = {M. Scott Marshall and
                  Albert Burger and
                  Paolo Romano and
                  Adrian Paschke and
                  Andrea Splendiani},
  title        = {{OBO} {\&} {OWL:} Roundtrip Ontology Transformations},
  booktitle    = {Proceedings of the Workshop on Semantic Web Applications and Tools
                  for Life Sciences, Amsterdam, The Netherlands, November 20, 2009},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {559},
  publisher    = {CEUR-WS.org},
  year         = {2009},
  url          = {https://ceur-ws.org/Vol-559/Paper6.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:23:02 +0100},
  biburl       = {https://dblp.org/rec/conf/swat4ls/TirmiziAMMSSM09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/ihis/ShahM09,
  author       = {Nigam H. Shah and
                  Mark A. Musen},
  editor       = {Steffen Staab and
                  Rudi Studer},
  title        = {Ontologies for Formal Representation of Biological Systems},
  booktitle    = {Handbook on Ontologies},
  series       = {International Handbooks on Information Systems},
  pages        = {445--461},
  publisher    = {Springer},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-3-540-92673-3\_20},
  doi          = {10.1007/978-3-540-92673-3\_20},
  timestamp    = {Wed, 14 Nov 2018 10:12:16 +0100},
  biburl       = {https://dblp.org/rec/series/ihis/ShahM09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/db/Shah09,
  author       = {Nigam Shah},
  editor       = {Ling Liu and
                  M. Tamer {\"{O}}zsu},
  title        = {Biomedical Data/Content Acquisition, Curation},
  booktitle    = {Encyclopedia of Database Systems},
  pages        = {224--229},
  publisher    = {Springer {US}},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-0-387-39940-9\_37},
  doi          = {10.1007/978-0-387-39940-9\_37},
  timestamp    = {Sun, 02 Jun 2019 21:10:27 +0200},
  biburl       = {https://dblp.org/rec/reference/db/Shah09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ao/KotechaBLS08,
  author       = {Nikesh Kotecha and
                  Kyle Bruck and
                  William Lu and
                  Nigam Shah},
  title        = {Pathway knowledge base: An integrated pathway resource using BioPAX},
  journal      = {Appl. Ontology},
  volume       = {3},
  number       = {4},
  pages        = {235--245},
  year         = {2008},
  url          = {https://doi.org/10.3233/AO-2008-0054},
  doi          = {10.3233/AO-2008-0054},
  timestamp    = {Tue, 14 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ao/KotechaBLS08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bib/RubinSN08,
  author       = {Daniel L. Rubin and
                  Nigam Shah and
                  Natalya Fridman Noy},
  title        = {Biomedical ontologies: a functional perspective},
  journal      = {Briefings Bioinform.},
  volume       = {9},
  number       = {1},
  pages        = {75--90},
  year         = {2008},
  url          = {https://doi.org/10.1093/bib/bbm059},
  doi          = {10.1093/BIB/BBM059},
  timestamp    = {Thu, 04 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bib/RubinSN08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nar/MarinelliMLSPNZSNWRBB08,
  author       = {Robert J. Marinelli and
                  Kelli Montgomery and
                  Chih Long Liu and
                  Nigam H. Shah and
                  Wijan Prapong and
                  Michael Nitzberg and
                  Zachariah K. Zachariah and
                  Gavin Sherlock and
                  Yasodha Natkunam and
                  Robert B. West and
                  Matt van de Rijn and
                  Patrick O. Brown and
                  Catherine A. Ball},
  title        = {The Stanford Tissue Microarray Database},
  journal      = {Nucleic Acids Res.},
  volume       = {36},
  number       = {Database-Issue},
  pages        = {871--877},
  year         = {2008},
  url          = {https://doi.org/10.1093/nar/gkm861},
  doi          = {10.1093/NAR/GKM861},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/nar/MarinelliMLSPNZSNWRBB08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/LeeSSM08,
  author       = {Wei{-}Nchih Lee and
                  Nigam Shah and
                  Karanjot Sundlass and
                  Mark A. Musen},
  title        = {Comparison of Ontology-based Semantic-Similarity Measures},
  booktitle    = {{AMIA} 2008, American Medical Informatics Association Annual Symposium,
                  Washington, DC, USA, November 8-12, 2008},
  publisher    = {{AMIA}},
  year         = {2008},
  url          = {https://knowledge.amia.org/amia-55142-a2008a-1.625176/t-001-1.626020/f-001-1.626021/a-079-1.626327/a-080-1.626324},
  timestamp    = {Wed, 17 Apr 2024 11:48:12 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/LeeSSM08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/ShahM08,
  author       = {Nigam H. Shah and
                  Mark A. Musen},
  title        = {UMLS-Query: {A} Perl Module for Querying the {UMLS}},
  booktitle    = {{AMIA} 2008, American Medical Informatics Association Annual Symposium,
                  Washington, DC, USA, November 8-12, 2008},
  publisher    = {{AMIA}},
  year         = {2008},
  url          = {https://knowledge.amia.org/amia-55142-a2008a-1.625176/t-001-1.626020/f-001-1.626021/a-135-1.626159/a-136-1.626156},
  timestamp    = {Wed, 17 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/ShahM08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dils/JonquetMS08,
  author       = {Cl{\'{e}}ment Jonquet and
                  Mark A. Musen and
                  Nigam Shah},
  editor       = {Amos Bairoch and
                  Sarah Cohen Boulakia and
                  Christine Froidevaux},
  title        = {A System for Ontology-Based Annotation of Biomedical Data},
  booktitle    = {Data Integration in the Life Sciences, 5th International Workshop,
                  {DILS} 2008, Evry, France, June 25-27, 2008. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {5109},
  pages        = {144--152},
  publisher    = {Springer},
  year         = {2008},
  url          = {https://doi.org/10.1007/978-3-540-69828-9\_14},
  doi          = {10.1007/978-3-540-69828-9\_14},
  timestamp    = {Mon, 16 Sep 2019 15:28:31 +0200},
  biburl       = {https://dblp.org/rec/conf/dils/JonquetMS08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/semweb/NoySDDGJMRYM08,
  author       = {Natalya Fridman Noy and
                  Nigam Shah and
                  Benjamin Dai and
                  Michael Dorf and
                  Nicholas Griffith and
                  Cl{\'{e}}ment Jonquet and
                  Michael Montegut and
                  Daniel L. Rubin and
                  Cherie Youn and
                  Mark A. Musen},
  editor       = {Christian Bizer and
                  Anupam Joshi},
  title        = {BioPortal: {A} Web Repository for Biomedical Ontologies and Data Resources},
  booktitle    = {Proceedings of the Poster and Demonstration Session at the 7th International
                  Semantic Web Conference (ISWC2008), Karlsruhe, Germany, October 28,
                  2008},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {401},
  publisher    = {CEUR-WS.org},
  year         = {2008},
  url          = {https://ceur-ws.org/Vol-401/iswc2008pd\_submission\_25.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:23:06 +0100},
  biburl       = {https://dblp.org/rec/conf/semweb/NoySDDGJMRYM08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bib/SrinivasanSFANB07,
  author       = {Balaji S. Srinivasan and
                  Nigam H. Shah and
                  Jason Flannick and
                  Eduardo Abeliuk and
                  Antal F. Novak and
                  Serafim Batzoglou},
  title        = {Current progress in network research: toward reference networks for
                  key model organisms},
  journal      = {Briefings Bioinform.},
  volume       = {8},
  number       = {5},
  pages        = {318--332},
  year         = {2007},
  url          = {https://doi.org/10.1093/bib/bbm038},
  doi          = {10.1093/BIB/BBM038},
  timestamp    = {Thu, 04 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bib/SrinivasanSFANB07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/ShahREMM07,
  author       = {Nigam H. Shah and
                  Daniel L. Rubin and
                  Inigo Espinosa and
                  Kelli Montgomery and
                  Mark A. Musen},
  title        = {Annotation and query of tissue microarray data using the {NCI} Thesaurus},
  journal      = {{BMC} Bioinform.},
  volume       = {8},
  year         = {2007},
  url          = {https://doi.org/10.1186/1471-2105-8-296},
  doi          = {10.1186/1471-2105-8-296},
  timestamp    = {Sun, 15 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bmcbi/ShahREMM07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/MoreiraSM07,
  author       = {Dilvan A. Moreira and
                  Nigam H. Shah and
                  Mark A. Musen},
  title        = {Interpretation Errors related to the {GO} Annotation File Format},
  booktitle    = {{AMIA} 2007, American Medical Informatics Association Annual Symposium,
                  Chicago, IL, USA, November 10-14, 2007},
  publisher    = {{AMIA}},
  year         = {2007},
  url          = {https://knowledge.amia.org/amia-55142-a2007a-1.623841/t-001-1.624626/f-001-1.624627/a-102-1.624822/a-103-1.624819},
  timestamp    = {Wed, 17 Apr 2024 11:48:14 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/MoreiraSM07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dils/LeeRSSRN07,
  author       = {Woei{-}Jyh Lee and
                  Louiqa Raschid and
                  Padmini Srinivasan and
                  Nigam Shah and
                  Daniel L. Rubin and
                  Natasha Fridman Noy},
  editor       = {Sarah Cohen Boulakia and
                  Val Tannen},
  title        = {Using Annotations from Controlled Vocabularies to Find Meaningful
                  Associations},
  booktitle    = {Data Integration in the Life Sciences, 4th International Workshop,
                  {DILS} 2007, Philadelphia, PA, USA, June 27-29, 2007, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {4544},
  pages        = {247--263},
  publisher    = {Springer},
  year         = {2007},
  url          = {https://doi.org/10.1007/978-3-540-73255-6\_20},
  doi          = {10.1007/978-3-540-73255-6\_20},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/dils/LeeRSSRN07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kcap/AlaniNSSM07,
  author       = {Harith Alani and
                  Natasha Fridman Noy and
                  Nigam Shah and
                  Nigel Shadbolt and
                  Mark A. Musen},
  editor       = {Derek H. Sleeman and
                  Ken Barker},
  title        = {Searching ontologies based on content: experiments in the biomedical
                  domain},
  booktitle    = {Proceedings of the 4th International Conference on Knowledge Capture
                  {(K-CAP} 2007), October 28-31, 2007, Whistler, BC, Canada},
  pages        = {55--62},
  publisher    = {{ACM}},
  year         = {2007},
  url          = {https://doi.org/10.1145/1298406.1298418},
  doi          = {10.1145/1298406.1298418},
  timestamp    = {Mon, 24 Aug 2020 15:16:10 +0200},
  biburl       = {https://dblp.org/rec/conf/kcap/AlaniNSSM07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/RacunasSF06,
  author       = {Stephen A. Racunas and
                  Nigam Shah and
                  Nina V. Fedoroff},
  title        = {A case study in pathway knowledgebase verification},
  journal      = {{BMC} Bioinform.},
  volume       = {7},
  pages        = {196},
  year         = {2006},
  url          = {https://doi.org/10.1186/1471-2105-7-196},
  doi          = {10.1186/1471-2105-7-196},
  timestamp    = {Sun, 15 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bmcbi/RacunasSF06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/ShahRSM06,
  author       = {Nigam H. Shah and
                  Daniel L. Rubin and
                  Kaustubh S. Supekar and
                  Mark A. Musen},
  title        = {Ontology-based Annotation and Query of Tissue Microarray Data},
  booktitle    = {{AMIA} 2006, American Medical Informatics Association Annual Symposium,
                  Washington, DC, USA, November 11-15, 2006},
  publisher    = {{AMIA}},
  year         = {2006},
  url          = {https://knowledge.amia.org/amia-55142-a2006a-1.620145/t-001-1.623243/f-001-1.623244/a-142-1.623321/a-143-1.623318},
  timestamp    = {Wed, 17 Apr 2024 11:48:16 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/ShahRSM06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/ShahF04,
  author       = {N. H. Shah and
                  Nina V. Fedoroff},
  title        = {{CLENCH:} a program for calculating Cluster ENriCHment using the Gene
                  Ontology},
  journal      = {Bioinform.},
  volume       = {20},
  number       = {7},
  pages        = {1196--1197},
  year         = {2004},
  url          = {https://doi.org/10.1093/bioinformatics/bth056},
  doi          = {10.1093/BIOINFORMATICS/BTH056},
  timestamp    = {Mon, 02 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/ShahF04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/csb/RacunasGS04,
  author       = {Stephen A. Racunas and
                  Christopher Griffin and
                  Nigam Shah},
  title        = {A Finite Model Theory for Biological Hypotheses},
  booktitle    = {3rd International {IEEE} Computer Society Computational Systems Bioinformatics
                  Conference, {CSB} 2004, Stanford, CA, USA, August 16-19, 2004},
  pages        = {616--620},
  publisher    = {{IEEE} Computer Society},
  year         = {2004},
  url          = {https://doi.org/10.1109/CSB.2004.1332518},
  doi          = {10.1109/CSB.2004.1332518},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/csb/RacunasGS04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ismb/RacunasSAF04,
  author       = {Stephen A. Racunas and
                  N. H. Shah and
                  Istv{\'{a}}n Albert and
                  Nina V. Fedoroff},
  title        = {HyBrow: a prototype system for computer-aided hypothesis evaluation},
  booktitle    = {Proceedings Twelfth International Conference on Intelligent Systems
                  for Molecular Biology/Third European Conference on Computational Biology
                  2004, Glasgow, UK, July 31-August 4, 2004},
  pages        = {257--264},
  year         = {2004},
  url          = {https://doi.org/10.1093/bioinformatics/bth905},
  doi          = {10.1093/BIOINFORMATICS/BTH905},
  timestamp    = {Fri, 06 Dec 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ismb/RacunasSAF04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/ShahKSF03,
  author       = {N. H. Shah and
                  D. C. King and
                  P. N. Shah and
                  Nina V. Fedoroff},
  title        = {A tool-kit for cDNA microarray and promoter analysis},
  journal      = {Bioinform.},
  volume       = {19},
  number       = {14},
  pages        = {1846--1848},
  year         = {2003},
  url          = {https://doi.org/10.1093/bioinformatics/btg253},
  doi          = {10.1093/BIOINFORMATICS/BTG253},
  timestamp    = {Mon, 02 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/ShahKSF03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/csb/ShahLTS03,
  author       = {Nigam Shah and
                  Jorge Lepre and
                  Yuhai Tu and
                  Gustavo Stolovitzky},
  title        = {Can We Identify Cellular Pathways Implicated in Cancer Using Gene
                  Expression Data?},
  booktitle    = {2nd {IEEE} Computer Society Bioinformatics Conference, {CSB} 2003,
                  Stanford, CA, USA, August 11-14, 2003},
  pages        = {94--103},
  publisher    = {{IEEE} Computer Society},
  year         = {2003},
  url          = {https://doi.org/10.1109/CSB.2003.1227308},
  doi          = {10.1109/CSB.2003.1227308},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/csb/ShahLTS03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/csb/RacunasSF03,
  author       = {Steve Racunas and
                  Nigam Shah and
                  Nina V. Fedoroff},
  title        = {A Contradiction-Based Framework for Testing Gene Regulation Hypotheses},
  booktitle    = {2nd {IEEE} Computer Society Bioinformatics Conference, {CSB} 2003,
                  Stanford, CA, USA, August 11-14, 2003},
  pages        = {634--638},
  publisher    = {{IEEE} Computer Society},
  year         = {2003},
  url          = {https://doi.org/10.1109/CSB.2003.1227430},
  doi          = {10.1109/CSB.2003.1227430},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/csb/RacunasSF03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/vlsi/JoneSGD96,
  author       = {Wen{-}Ben Jone and
                  Nigam Shah and
                  Anita Gleason and
                  Sunil R. Das},
  title        = {{PGEN:} {A} Novel Approach to Sequential Circuit Test Generation},
  journal      = {{VLSI} Design},
  volume       = {4},
  number       = {3},
  pages        = {149--165},
  year         = {1996},
  url          = {https://doi.org/10.1155/1996/68463},
  doi          = {10.1155/1996/68463},
  timestamp    = {Mon, 07 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/vlsi/JoneSGD96.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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