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Transparency in healthcare AI: Testing EU regulatory provisions against users' transparency needs
Anna Spagnolli1,2, Cecilia Tolomini3, Elisa Beretta1
1Dipartimento di Psicologia Generale, Università degli Studi di Padova, Padova, Italy.
PLOS Digital Health
|July 24, 2026
Summary
Healthcare AI transparency is crucial. This study found that users have varied needs for information in Instructions for Use (IFU) documents, highlighting areas for improvement in AI Act compliance.
Area of Science:
- Medical Informatics
- Health Law and Policy
- Human-Computer Interaction
Background:
- Algorithmic systems are integral to modern healthcare, embedded in medical devices and software.
- European Union regulations (AI Act) mandate transparency information sharing via Instructions for Use (IFU) documents.
Purpose of the Study:
- To assess the alignment between end-user transparency needs and the structure of IFU documents.
- To identify potential gaps in information accessibility within current IFU formats.
Main Methods:
- An online survey was conducted with diverse deployer groups: managers, healthcare professionals, patients, and IT workers.
- Participants evaluated the importance of specific transparency needs and indicated the most relevant IFU section for each.
Main Results:
- Significant differences in transparency priorities were observed across different user categories.
- The study identified specific transparency needs that may be difficult to locate within existing IFU structures.
- User feedback indicated potential weaknesses in the current IFU document design for AI transparency.
Conclusions:
- Recommendations are proposed to enhance IFU documents, ensuring they are more locally meaningful and effectively meet diverse user transparency requirements.
- Improving IFU structure can enhance compliance with the EU AI Act and foster trust in healthcare AI.
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