Benjamin X. Collins

According to our database, Benjamin X. Collins authored at least 4 papers between 2025 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Factors influencing the effectiveness of artificial intelligence-assisted decision-making in medicine: a scoping review.

Nicholas J. Jackson, Katherine E. Brown, Rachael Miller, Matthew Murrow, Michael R. Cauley, Benjamin X. Collins, Laurie L. Novak, Natalie C. Benda, Jessica S. Ancker

J. Am. Medical Informatics Assoc., 2026

Auditor models to suppress poor artificial intelligence predictions can improve human-artificial intelligence collaborative performance.

Katherine E. Brown, Jesse O. Wrenn, Nicholas J. Jackson, Michael R. Cauley, Benjamin X. Collins, Laurie L. Novak, Bradley A. Malin, Jessica S. Ancker

J. Am. Medical Informatics Assoc., 2026

2025

Role and Use of Race in AI/ML Models Related to Health.

Martin C. Were, Ang Li, Bradley A. Malin, Zhijun Yin, Joseph R. Coco, Benjamin X. Collins, Ellen Wright Clayton, Laurie L. Novak, Rachele Hendricks-Sturrup, Abiodun Oluyomi, Shilo Anders, Chao Yan

CoRR, April, 2025

Large language models are less effective at clinical prediction tasks than locally trained machine learning models.

Katherine E. Brown, Chao Yan, Zhuohang Li, Xinmeng Zhang, Benjamin X. Collins, You Chen, Ellen Wright Clayton, Murat Kantarcioglu, Yevgeniy Vorobeychik, Bradley A. Malin

J. Am. Medical Informatics Assoc., 2025