Artificial Intelligence and Machine Learning in Health Care and Medical Sciences: Best Practices and Pitfalls
Year of Publication 2024
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Strategies for handling missing clinical data for automated surgical site infection detection from the electronic health record
Hu, Zhen, Melton, Genevieve B., Arsoniadis, Elliot G., Wang, Yan, Kwaan, Mary R., Simon, Gyorgy J.
Published in Journal of biomedical informatics (01.04.2017)
Published in Journal of biomedical informatics (01.04.2017)
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Journal Article
Consensus modeling: Safer transfer learning for small health systems
Tourani, Roshan, Murphree, Dennis H., Sheka, Adam, Melton, Genevieve B., Kor, Daryl J., Simon, Gyorgy J.
Published in Artificial intelligence in medicine (01.08.2024)
Published in Artificial intelligence in medicine (01.08.2024)
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Journal Article
Applying Machine Learning Across Sites: External Validation of a Surgical Site Infection Detection Algorithm
Zhu, Ying, Simon, Gyorgy J., Wick, Elizabeth C., Abe-Jones, Yumiko, Najafi, Nader, Sheka, Adam, Tourani, Roshan, Skube, Steven J., Hu, Zhen, Melton, Genevieve B.
Published in Journal of the American College of Surgeons (01.06.2021)
Published in Journal of the American College of Surgeons (01.06.2021)
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Journal Article
Association of BMI, comorbidities and all-cause mortality by using a baseline mortality risk model
Li, Jia, Simon, Gyorgy, Castro, M. Regina, Kumar, Vipin, Steinbach, Michael S, Caraballo, Pedro J
Published in PloS one (09.07.2021)
Published in PloS one (09.07.2021)
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Journal Article
Towards more Accessible Precision Medicine: Building a more Transferable Machine Learning Model to Support Prognostic Decisions for Micro- and Macrovascular Complications of Type 2 Diabetes Mellitus
Kim, Era, Caraballo, Pedro J., Castro, M. Regina, Pieczkiewicz, David S., Simon, Gyorgy J.
Published in Journal of medical systems (01.07.2019)
Published in Journal of medical systems (01.07.2019)
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Journal Article
A Computational Method for Learning Disease Trajectories From Partially Observable EHR Data
Oh, Wonsuk, Steinbach, Michael S., Castro, M. Regina, Peterson, Kevin A., Kumar, Vipin, Caraballo, Pedro J., Simon, Gyorgy J.
Published in IEEE journal of biomedical and health informatics (01.07.2021)
Published in IEEE journal of biomedical and health informatics (01.07.2021)
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Journal Article
Multi-platform analysis of microRNA expression measurements in RNA from fresh frozen and FFPE tissues
Kolbert, Christopher P, Feddersen, Rod M, Rakhshan, Fariborz, Grill, Diane E, Simon, Gyorgy, Middha, Sumit, Jang, Jin Sung, Simon, Vernadette, Schultz, Debra A, Zschunke, Michael, Lingle, Wilma, Carr, Jennifer M, Thompson, E Aubrey, Oberg, Ann L, Eckloff, Bruce W, Wieben, Eric D, Li, Peter, Yang, Ping, Jen, Jin
Published in PloS one (31.01.2013)
Published in PloS one (31.01.2013)
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The Value of Aggregated High-Resolution Intraoperative Data for Predicting Post-Surgical Infectious Complications at Two Independent Sites
Tourani, Roshan, Murphree, Dennis H, Melton-Meaux, Genevieve, Wick, Elizabeth, Kor, Daryl J, Simon, Gyorgy J
Published in Studies in health technology and informatics (21.08.2019)
Published in Studies in health technology and informatics (21.08.2019)
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Journal Article
Automated Detection of Postoperative Surgical Site Infections Using Supervised Methods with Electronic Health Record Data
Hu, Zhen, Simon, Gyorgy J, Arsoniadis, Elliot G, Wang, Yan, Kwaan, Mary R, Melton, Genevieve B
Published in Studies in health technology and informatics (2015)
Published in Studies in health technology and informatics (2015)
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Journal Article
Type 2 Diabetes Mellitus Trajectories and Associated Risks
Oh, Wonsuk, Kim, Era, Castro, M Regina, Caraballo, Pedro J, Kumar, Vipin, Steinbach, Michael S, Simon, Gyorgy J
Published in Big data (01.03.2016)
Published in Big data (01.03.2016)
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Journal Article
Accelerating Chart Review Using Automated Methods on Electronic Health Record Data for Postoperative Complications
Hu, Zhen, Melton, Genevieve B, Moeller, Nathan D, Arsoniadis, Elliot G, Wang, Yan, Kwaan, Mary R, Jensen, Eric H, Simon, Gyorgy J
Published in AMIA ... Annual Symposium proceedings (2016)
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Published in AMIA ... Annual Symposium proceedings (2016)
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