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Author Details
Full Name
Stephen R Pfohl
Affiliation
Stanford University
ORCID
Career Start Year
2015
Papers
18
H Index
8
Expertise
CM4AI Collaborator
PMID
Paper Title
Journal Title
Published Year
36812932
Evaluation of Feature Selection Methods for Preserving Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine.
Methods Inf Med
2023
37639620
Self-supervised machine learning using adult inpatient data produces effective models for pediatric clinical prediction tasks.
J Am Med Inform Assoc
2023
36882576
EHR foundation models improve robustness in the presence of temporal distribution shift.
Sci Rep
2023
36812932
Evaluation of Feature Selection Methods for Preserving Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine.
Methods Inf Med
2023
37639620
Self-supervised machine learning using adult inpatient data produces effective models for pediatric clinical prediction tasks.
J Am Med Inform Assoc
2023
36882576
EHR foundation models improve robustness in the presence of temporal distribution shift.
Sci Rep
2023
35228563
A comparison of approaches to improve worst-case predictive model performance over patient subpopulations.
Sci Rep
2022
35396247
Evaluating algorithmic fairness in the presence of clinical guidelines: the case of atherosclerotic cardiovascular disease risk estimation.
BMJ Health Care Inform
2022
36163296
Tackling bias in AI health datasets through the STANDING Together initiative.
Nat Med
2022
36339512
Considerations in the reliability and fairness audits of predictive models for advance care planning.
Front Digit Health
2022
35354802
DLMM as a lossless one-shot algorithm for collaborative multi-site distributed linear mixed models.
Nat Commun
2022
35228563
A comparison of approaches to improve worst-case predictive model performance over patient subpopulations.
Sci Rep
2022
35177653
Evaluation of domain generalization and adaptation on improving model robustness to temporal dataset shift in clinical medicine.
Sci Rep
2022
35396247
Evaluating algorithmic fairness in the presence of clinical guidelines: the case of atherosclerotic cardiovascular disease risk estimation.
BMJ Health Care Inform
2022
35354802
DLMM as a lossless one-shot algorithm for collaborative multi-site distributed linear mixed models.
Nat Commun
2022
36339512
Considerations in the reliability and fairness audits of predictive models for advance care planning.
Front Digit Health
2022
36163296
Tackling bias in AI health datasets through the STANDING Together initiative.
Nat Med
2022
35177653
Evaluation of domain generalization and adaptation on improving model robustness to temporal dataset shift in clinical medicine.
Sci Rep
2022
33290879
Language models are an effective representation learning technique for electronic health record data.
J Biomed Inform
2021
34350942
Learning decision thresholds for risk stratification models from aggregate clinician behavior.
J Am Med Inform Assoc
2021
33290879
Language models are an effective representation learning technique for electronic health record data.
J Biomed Inform
2021
33220494
An empirical characterization of fair machine learning for clinical risk prediction.
J Biomed Inform
2021
34470057
Systematic Review of Approaches to Preserve Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine.
Appl Clin Inform
2021
34930903
Predictors of diagnostic transition from major depressive disorder to bipolar disorder: a retrospective observational network study.
Transl Psychiatry
2021
34930903
Predictors of diagnostic transition from major depressive disorder to bipolar disorder: a retrospective observational network study.
Transl Psychiatry
2021
34470057
Systematic Review of Approaches to Preserve Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine.
Appl Clin Inform
2021
34350942
Learning decision thresholds for risk stratification models from aggregate clinician behavior.
J Am Med Inform Assoc
2021
33220494
An empirical characterization of fair machine learning for clinical risk prediction.
J Biomed Inform
2021
31910437
Development and validation of a prognostic model predicting symptomatic hemorrhagic transformation in acute ischemic stroke at scale in the OHDSI network.
PLoS One
2020
31910437
Development and validation of a prognostic model predicting symptomatic hemorrhagic transformation in acute ischemic stroke at scale in the OHDSI network.
PLoS One
2020
30864307
The Effectiveness of Multitask Learning for Phenotyping with Electronic Health Records Data.
Pac Symp Biocomput
2019
30864307
The Effectiveness of Multitask Learning for Phenotyping with Electronic Health Records Data.
Pac Symp Biocomput
2019
29962944
Unraveling the Complexity of Amyotrophic Lateral Sclerosis Survival Prediction.
Front Neuroinform
2018
29962944
Unraveling the Complexity of Amyotrophic Lateral Sclerosis Survival Prediction.
Front Neuroinform
2018
26594635
Characterization 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 Dis
2015
26594635
Characterization 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 Dis
2015
1 - 36 of 36
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