Rethinking the Role of AI with Physicians in Oncology: Revealing Perspectives from Clinical and Research Workflows

要旨

Significant and rapid advancements in cancer research have been attributed to Artificial Intelligence (AI). However, AI's role and impact on the clinical side has been limited. This discrepancy manifests due to the overlooked, yet profound, differences in the clinical and research practices in oncology. Our contribution seeks to scrutinize physicians' engagement with AI by interviewing 7 medical-imaging experts and disentangle its future alignment across the clinical and research workflows, diverging from the existing "one-size-fits-all" paradigm within Human-Centered AI discourses. Our analysis revealed that physicians' trust in AI is less dependent on their general acceptance of AI, but more on their contestable experiences with AI. Contestability, in clinical workflows, underpins the need for personal supervision of AI outcomes and processes, i.e., clinician-in-the-loop. Finally, we discuss tensions in the desired attributes of AI, such as explainability and control, contextualizing them within the divergent intentionality and scope of clinical and research workflows.

著者
Himanshu Verma
TU Delft, Delft, Netherlands
Jakub Mlynar
University of Applied Sciences of Western Switzerland (HES-SO), Sierre, Switzerland
Roger Schaer
HES-SO, Sierre, Switzerland
Julien Reichenbach
HES-SO, Sierre, Switzerland
Mario Jreige
CHUV, Lausanne, Switzerland
John Prior
Lausanne University Hospital, Lausanne, Switzerland
Florian Evéquoz
HES-SO Valais, Sierre, Switzerland
Adrien Depeursinge
HES-SO Valais, Sierre, Switzerland
論文URL

https://doi.org/10.1145/3544548.3581506

動画

会議: CHI 2023

The ACM CHI Conference on Human Factors in Computing Systems (https://chi2023.acm.org/)

セッション: AI for Health

Room Y01+Y02
6 件の発表
2023-04-25 18:00:00
2023-04-25 19:30:00