Karen Drukker

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 · 119 Zit. · Journal of Medical Imaging

AAPM task group report 273: Recommendations on best practices for AI and machine learning for computer‐aided diagnosis in medical imaging

2022 · 86 Zit. · Medical Physics

AI in medical physics: guidelines for publication

2021 · 43 Zit. · Medical Physics

Artificial intelligence in medicine: mitigating risks and maximizing benefits via quality assurance, quality control, and acceptance testing

2024 · 33 Zit. · BJR|Artificial Intelligence

AI and machine learning in medical imaging: key points from development to translation

2024 · 20 Zit. · BJR|Artificial Intelligence

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

2023 · 13 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

Longitudinal assessment of demographic representativeness in the Medical Imaging and Data Resource Center open data commons

2023 · 8 Zit. · Journal of Medical Imaging

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

2024 · 5 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

AI in imaging and therapy: innovations, ethics, and impact – introductory editorial

2023 · 4 Zit. · British Journal of Radiology

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.

Longitudinal assessment of demographic representativeness in the Medical Imaging and Data Resource Center Open Data Commons

2023 · 1 Zit. · arXiv (Cornell University)

Sequestration methodology in practice through evaluation of joint demographic distributions of 54,185 patients in the Medical Imaging and Data Resource Center (MIDRC) data commons

2023 · 1 Zit.

Longitudinal robustness of a thoracic radiographic AI model for COVID-19 severity prediction

2023 · 0 Zit.