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Bashar Ramadan on Muck Rack

Bashar Ramadan

As seen in: Nature, Flipboard, JAMA Network
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Articles by Bashar Ramadan

Advancing healthcare AI governance through a comprehensive maturity model based on systematic review

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By Rowan K. Hussein, Anna Zink, Bashar Ramadan, Frederick Howard, Maia Hightower, Sachin A. Shah, Brett Beaulieu-Jones
| Flipboard
AI In Healthcare Market Size, Share & Trends Analysis Report By Component (Hardware, Services), By Application, By End-use, By Technology, By Region, …
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Diagnostic Codes in AI Prediction Models and Label Leakage of Same-Admission Clinical Outcomes

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By Bashar Ramadan
| JAMA Network Verified
4. Zech JR, Badgeley MA, Liu M, Costa AB, Titano JJ, Oermann EK. Variable generalization performance of a deep learning model to detect pneumonia in chest radiographs: a cross-sectional study.   PLoS Med. 2018;15(11):e1002683. doi:10.1371/journal.pmed.1002683PubMedGoogle ScholarCrossref 12. Pedregosa F, Varoquaux G, Gramfort A, et al. Scikit-learn: machine learning in Python.   J Mach Learn Res. 2011;12(85):2825-2830.Google Scholar 17. Li F, Xin H, Zhang J, Fu M, Zhou J, Lian Z.
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Advancing healthcare AI governance through a comprehensive maturity model based on systematic review - npj Digital Medicine

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By Rowan K. Hussein, Anna Zink, Bashar Ramadan, Frederick Howard, Maia Hightower, Sachin A. Shah, Brett Beaulieu-Jones
| Nature Verified
Abstract Artificial Intelligence (AI) deployment in healthcare is accelerating, yet governance frameworks remain fragmented and often assume extensive resources. Through a systematic review of 35 frameworks for AI implementation in healthcare (published 2019–2024), we identified seven critical domains of healthcare AI governance. While existing frameworks provide valuable guidance, the resource requirements create barriers for smaller healthcare organizations.
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