Heather M. Whitney

Toward fairness in artificial intelligence for medical image analysis: identification and mitigation of potential biases in the roadmap from data collection to model deployment

2023 · 114 Zit. · Journal of Medical Imaging

Sequestration of imaging studies in MIDRC: stratified sampling to balance demographic characteristics of patients in a multi-institutional data commons

2023 · 12 Zit. · Journal of Medical Imaging

Predicting intensive care need for COVID-19 patients using deep learning on chest radiography

2023 · 10 Zit. · Journal of Medical Imaging

MIDRC-MetricTree: a decision tree-based tool for recommending performance metrics in artificial intelligence-assisted medical image analysis

2024 · 4 Zit. · Journal of Medical Imaging

Performance metric curve analysis framework to assess impact of the decision variable threshold, disease prevalence, and dataset variability in two-class classification

2022 · 4 Zit. · Journal of Medical Imaging

Assistance tools for the evaluation of machine learning algorithm performance: the decision tree based tools developed by the Medical Imaging and Data Resource Center (MIDRC) Technology Development Project (TDP) 3c effort

2023 · 3 Zit.

Special Section Guest Editorial: Global Health, Bias, and Diversity in AI in Medical Imaging

2024 · 0 Zit. · Journal of Medical Imaging

Artificial Intelligence Scribes: Enhancing Workflow Efficiency at What Expense?

2026 · 0 Zit. · Annals of Internal Medicine

Demonstration of Interoperability Between MIDRC and N3C: A COVID-19 Severity Prediction Use Case

2025 · 0 Zit. · Journal of Imaging Informatics in Medicine

Investigation of demographic implicit discrimination and disparate impact in chest radiography image-based AI for COVID-19 severity prediction

2023 · 0 Zit.