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Author Details

Stephen R Pfohl
Stanford University
2015
18
8
PMIDPaper TitleJournal TitlePublished Year
36812932Evaluation of Feature Selection Methods for Preserving Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine.Methods Inf Med2023
37639620Self-supervised machine learning using adult inpatient data produces effective models for pediatric clinical prediction tasks.J Am Med Inform Assoc2023
36882576EHR foundation models improve robustness in the presence of temporal distribution shift.Sci Rep2023
36812932Evaluation of Feature Selection Methods for Preserving Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine.Methods Inf Med2023
37639620Self-supervised machine learning using adult inpatient data produces effective models for pediatric clinical prediction tasks.J Am Med Inform Assoc2023
36882576EHR foundation models improve robustness in the presence of temporal distribution shift.Sci Rep2023
35228563A comparison of approaches to improve worst-case predictive model performance over patient subpopulations.Sci Rep2022
35396247Evaluating algorithmic fairness in the presence of clinical guidelines: the case of atherosclerotic cardiovascular disease risk estimation.BMJ Health Care Inform2022
36163296Tackling bias in AI health datasets through the STANDING Together initiative.Nat Med2022
36339512Considerations in the reliability and fairness audits of predictive models for advance care planning.Front Digit Health2022
35354802DLMM as a lossless one-shot algorithm for collaborative multi-site distributed linear mixed models.Nat Commun2022
35228563A comparison of approaches to improve worst-case predictive model performance over patient subpopulations.Sci Rep2022
35177653Evaluation of domain generalization and adaptation on improving model robustness to temporal dataset shift in clinical medicine.Sci Rep2022
35396247Evaluating algorithmic fairness in the presence of clinical guidelines: the case of atherosclerotic cardiovascular disease risk estimation.BMJ Health Care Inform2022
35354802DLMM as a lossless one-shot algorithm for collaborative multi-site distributed linear mixed models.Nat Commun2022
36339512Considerations in the reliability and fairness audits of predictive models for advance care planning.Front Digit Health2022
36163296Tackling bias in AI health datasets through the STANDING Together initiative.Nat Med2022
35177653Evaluation of domain generalization and adaptation on improving model robustness to temporal dataset shift in clinical medicine.Sci Rep2022
33290879Language models are an effective representation learning technique for electronic health record data.J Biomed Inform2021
34350942Learning decision thresholds for risk stratification models from aggregate clinician behavior.J Am Med Inform Assoc2021
33290879Language models are an effective representation learning technique for electronic health record data.J Biomed Inform2021
33220494An empirical characterization of fair machine learning for clinical risk prediction.J Biomed Inform2021
34470057Systematic Review of Approaches to Preserve Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine.Appl Clin Inform2021
34930903Predictors of diagnostic transition from major depressive disorder to bipolar disorder: a retrospective observational network study.Transl Psychiatry2021
34930903Predictors of diagnostic transition from major depressive disorder to bipolar disorder: a retrospective observational network study.Transl Psychiatry2021
34470057Systematic Review of Approaches to Preserve Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine.Appl Clin Inform2021
34350942Learning decision thresholds for risk stratification models from aggregate clinician behavior.J Am Med Inform Assoc2021
33220494An empirical characterization of fair machine learning for clinical risk prediction.J Biomed Inform2021
31910437Development and validation of a prognostic model predicting symptomatic hemorrhagic transformation in acute ischemic stroke at scale in the OHDSI network.PLoS One2020
31910437Development and validation of a prognostic model predicting symptomatic hemorrhagic transformation in acute ischemic stroke at scale in the OHDSI network.PLoS One2020
30864307The Effectiveness of Multitask Learning for Phenotyping with Electronic Health Records Data.Pac Symp Biocomput2019
30864307The Effectiveness of Multitask Learning for Phenotyping with Electronic Health Records Data.Pac Symp Biocomput2019
29962944Unraveling the Complexity of Amyotrophic Lateral Sclerosis Survival Prediction.Front Neuroinform2018
29962944Unraveling the Complexity of Amyotrophic Lateral Sclerosis Survival Prediction.Front Neuroinform2018
26594635Characterization of the Contribution of Genetic Background and Gender to Disease Progression in the SOD1 G93A Mouse Model of Amyotrophic Lateral Sclerosis: A Meta-Analysis.J Neuromuscul Dis2015
26594635Characterization of the Contribution of Genetic Background and Gender to Disease Progression in the SOD1 G93A Mouse Model of Amyotrophic Lateral Sclerosis: A Meta-Analysis.J Neuromuscul Dis2015
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Collaborators

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Co-authored papers 14
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Co-authored papers 3
Columbia University Irving Medical Center
Co-authored papers 3
OHDSI Center at The Roux Institute, Northeastern University
Co-authored papers 2
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Co-authored papers 2
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Co-authored papers 2
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Co-authored papers 2
College of Medicine, University of Florida
Co-authored papers 1
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Co-authored papers 1
First Hospital of China Medical University
Co-authored papers 1
University of Pennsylvania
Co-authored papers 1
American College of Medical Informatics, Department of Veteran Affairs, Harvard University T H Chan School of Public Health, Massachusetts Institute of Technology, The American Society for Clinical Investigation, University of Kentucky, Vanderbilt University Medical Center, Vanderbilt University Medical School
Co-authored papers 1
Co-authored papers 1
Great Ormond Street Hospital for Children
Co-authored papers 1
USA Tempus Labs Inc.
Co-authored papers 1
The Hospital for Sick Children
Co-authored papers 1
Ajou University School of Medicine
Co-authored papers 1
University of New Mexico
Co-authored papers 1
Google Health.
Co-authored papers 1
University of Pennsylvania Perelman School of Medicine
Co-authored papers 1
Imperial College NHS Healthcare Trust
Co-authored papers 1
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Zhongshan School of Medicine, Sun Yat-Sen University
Co-authored papers 1
University Hospitals Birmingham NHS Foundation Trust
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Ajou University Graduate School of Medicine
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University of California los angeles
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