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Evaluation of domain generalization and adaptation on improving model robustness to temporal dataset shift in clinical medicine

Scientific reports, 2022-02, Vol.12 (1), p.2726-10, Article 2726

2022

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EHR foundation models improve robustness in the presence of temporal distribution shift

Scientific reports, 2023-03, Vol.13 (1), p.3767-11, Article 3767

2023

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A comparison of approaches to improve worst-case predictive model performance over patient subpopulations

Scientific reports, 2022-02, Vol.12 (1), p.3254-13, Article 3254

2022

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An empirical characterization of fair machine learning for clinical risk prediction

Journal of biomedical informatics, 2021-01, Vol.113, p.103621-103621, Article 103621

2021

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Evaluating algorithmic fairness in the presence of clinical guidelines: the case of atherosclerotic cardiovascular disease risk estimation

BMJ health & care informatics, 2022-04, Vol.29 (1), p.e100460

2022

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Unraveling the Complexity of Amyotrophic Lateral Sclerosis Survival Prediction

Frontiers in neuroinformatics, 2018-06, Vol.12, p.36-36

2018

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DLMM as a lossless one-shot algorithm for collaborative multi-site distributed linear mixed models

Nature communications, 2022-03, Vol.13 (1), p.1678-10, Article 1678

2022

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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

Journal of Neuromuscular Diseases, 2015-06, Vol.2 (2), p.137-150

2015

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Predictors of diagnostic transition from major depressive disorder to bipolar disorder: a retrospective observational network study

Translational psychiatry, 2021-12, Vol.11 (1), p.642-642, Article 642

2021

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Language models are an effective representation learning technique for electronic health record data

Journal of biomedical informatics, 2021-01, Vol.113, p.103637-103637, Article 103637

2021

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The value of standards for health datasets in artificial intelligence-based applications

Nature medicine, 2023-11, Vol.29 (11), p.2929-2938

2023

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Tackling bias in AI health datasets through the STANDING Together initiative

Nature medicine, 2022-11, Vol.28 (11), p.2232-2233

2022

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Learning decision thresholds for risk stratification models from aggregate clinician behavior

Journal of the American Medical Informatics Association : JAMIA, 2021-10, Vol.28 (10), p.2258-2264

2021

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Self-supervised machine learning using adult inpatient data produces effective models for pediatric clinical prediction tasks

Journal of the American Medical Informatics Association : JAMIA, 2023-11, Vol.30 (12), p.2004-2011

2023

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Systematic Review of Approaches to Preserve Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine

Applied clinical informatics, 2021-08, Vol.12 (4), p.808-815

2021

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Evaluation of Feature Selection Methods for Preserving Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine

Methods of information in medicine, 2023-05, Vol.62 (1-02), p.60-70

2023

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Health equity assessment of machine learning performance (HEAL): a framework and dermatology AI model case study

EClinicalMedicine, 2024-04, Vol.70, p.102479-102479, Article 102479

2024

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A Causal Perspective on Label Bias

Proceedings of the 2024 ACM Conference on Fairness, Accountability, and Transparency, 2024, p.1282-1294

2024

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Analysis of Self- and 360-Evaluation Scores of the Professionalism Intelligence Model Within an Academic Otolaryngology-Head and Neck Surgery Department

Journal of healthcare leadership, 2021-01, Vol.13, p.129-136

2021

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CSP in Namibia – Solution to the “duck curve”?

AIP Conference Proceedings, 2019, Vol.2126 (1)

2019

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Multiaxial fatigue of welded shaft-flange connections of stirrers under random non-proportional torsion and bending

International journal of fatigue, 1990, Vol.12 (5), p.425-431

1990

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2-Deoxyglucose uptake in the developing rat brain upon pre- and postnatal exposure to trichloroethylene

Neurotoxicology (Park Forest South), 1986, Vol.7 (3), p.157-164

1986

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Initiation of cleavage in frog eggs: An analysis of active large granule fractions from frog liver tissue homogenates

Experimental cell research, 1970-01, Vol.61 (2), p.433-443

Pfohl, R.J.

1970

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Evaluation of domain generalization and adaptation on improving model robustness to temporal dataset shift in clinical medicine

EHR foundation models improve robustness in the presence of temporal distribution shift

A comparison of approaches to improve worst-case predictive model performance over patient subpopulations

Development and validation of a prognostic model predicting symptomatic hemorrhagic transformation in acute ischemic stroke at scale in the OHDSI network

An empirical characterization of fair machine learning for clinical risk prediction

Evaluating algorithmic fairness in the presence of clinical guidelines: the case of atherosclerotic cardiovascular disease risk estimation

Unraveling the Complexity of Amyotrophic Lateral Sclerosis Survival Prediction

DLMM as a lossless one-shot algorithm for collaborative multi-site distributed linear mixed models

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

Predictors of diagnostic transition from major depressive disorder to bipolar disorder: a retrospective observational network study

Language models are an effective representation learning technique for electronic health record data

The value of standards for health datasets in artificial intelligence-based applications

Tackling bias in AI health datasets through the STANDING Together initiative

Learning decision thresholds for risk stratification models from aggregate clinician behavior

Self-supervised machine learning using adult inpatient data produces effective models for pediatric clinical prediction tasks

Systematic Review of Approaches to Preserve Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine

A toolbox for surfacing health equity harms and biases in large language models

Evaluation of Feature Selection Methods for Preserving Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine

Health equity assessment of machine learning performance (HEAL): a framework and dermatology AI model case study

A Causal Perspective on Label Bias

Analysis of Self- and 360-Evaluation Scores of the Professionalism Intelligence Model Within an Academic Otolaryngology-Head and Neck Surgery Department

CSP in Namibia – Solution to the “duck curve”?

Multiaxial fatigue of welded shaft-flange connections of stirrers under random non-proportional torsion and bending

2-Deoxyglucose uptake in the developing rat brain upon pre- and postnatal exposure to trichloroethylene

Initiation of cleavage in frog eggs: An analysis of active large granule fractions from frog liver tissue homogenates

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