Beyond Model Performance: Information Needs for an Algorithmovigilance Sociotechnical System

Proactive and ongoing monitoring of AI systems, or algorithmovigilance, is essential for mitigating patient safety risks from AI in healthcare. In this study, we describe the information needs for an AI monitoring and operations system and provide design guidelines for algorithmovigilance systems.

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Publication Details

Journal
Studies in health technology and informatics
Published
2025-05-15
DOI
https://doi.org/10.3233/shti250358
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
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article

Beyond Model Performance: Information Needs for an Algorithmovigilance Sociotechnical System

Peter J. Embí, Carrie Reale, Russ Beebe, Megan Elizabeth Salwei et al.
Studies in health technology and informatics
Artificial Intelligence in Healthcare and Education
article

Beyond Model Performance: Information Needs for an Algorithmovigilance Sociotechnical System

Peter J. Embí, Carrie Reale, Russ Beebe, Megan Elizabeth Salwei, Susannah Leigh Rose, Sharon E. Davis, Colin G. Walsh, Laurie Lovett Novak, Scott D. Nelson
article en

Abstract

Proactive and ongoing monitoring of AI systems, or algorithmovigilance, is essential for mitigating patient safety risks from AI in healthcare. In this study, we describe the information needs for an AI monitoring and operations system and provide design guidelines for algorithmovigilance systems.

Studies in health technology and informaticsVol. 327
Vanderbilt University Medical Center (US)
Openalex Percentile: Top 83%
Artificial Intelligence in Healthcare and Education
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