Designing AI for Trust and Collaboration in Time-Constrained Medical Decisions: A Sociotechnical Lens
Maia Jacobs, Jeffrey He, Melanie F. Pradier, Barbara D. Lam, Andrew C. Ahn, Thomas H. McCoy, Roy H. Perlis, Finale Doshi‐Velez, Krzysztof Z. Gajos
Abstract
Major depressive disorder is a debilitating disease affecting 264 million people worldwide. While many antidepressant medications are available, few clinical guidelines support choosing among them. Decision support tools (DSTs) embodying machine learning models may help improve the treatment selection process, but often fail in clinical practice due to poor system integration.
Topics & Concepts
Sociotechnical systemKnowledge managementProcess (computing)Computer scienceDecision support systemRisk analysis (engineering)Process managementArtificial intelligenceMedicineEngineeringOperating systemArtificial Intelligence in Healthcare and EducationMachine Learning in HealthcareMental Health Research Topics