Rethinking Human-AI Collaboration in Complex Medical Decision Making: A Case Study in Sepsis Diagnosis

Author:

Zhang Shao1ORCID,Yu Jianing2ORCID,Xu Xuhai3ORCID,Yin Changchang4ORCID,Lu Yuxuan1ORCID,Yao Bingsheng5ORCID,Tory Melanie6ORCID,Padilla Lace M.7ORCID,Caterino Jeffrey4ORCID,Zhang Ping4ORCID,Wang Dakuo1ORCID

Affiliation:

1. Northeastern University, United States

2. Hong Kong University, Hong Kong

3. Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, United States

4. The Ohio State University, United States

5. Computer Science, Rensselaer Polytechnic Institute, United States

6. Roux Institute, Northeastern University, United States

7. Computer Science, Northeastern University, United States

Funder

National Science Foundation

National Institutes of Health

NIH (National Institutes of Health)

Publisher

ACM

Reference107 articles.

1. To explain or not to explain?—Artificial intelligence explainability in clinical decision support systems

2. Guidelines for Human-AI Interaction

3. Patient Subtyping via Time-Aware LSTM Networks

4. Armando D Bedoya, Meredith E Clement, Matthew Phelan, Rebecca C Steorts, Cara O’Brien, and Benjamin A Goldstein. 2019. Minimal impact of implemented early warning score and best practice alert for patient deterioration. Critical care medicine 47, 1 (2019), 49.

5. A Human-Centered Evaluation of a Deep Learning System Deployed in Clinics for the Detection of Diabetic Retinopathy

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1. Does More Advice Help? The Effects of Second Opinions in AI-Assisted Decision Making;Proceedings of the ACM on Human-Computer Interaction;2024-04-17

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