| Title: |
Clinician-informed XAI evaluation checklist with metrics (CLIX-M) for AI-powered clinical decision support systems |
| Authors: |
Brankovic A.; Cook D.; Rahman J.; Delaforce A.; Li J.; Magrabi F.; Cabitza F.; Coiera E.; Bradford D. |
| Contributors: |
Brankovic, A; Cook, D; Rahman, J; Delaforce, A; Li, J; Magrabi, F; Cabitza, F; Coiera, E; Bradford, D |
| Publisher Information: |
Nature Research; GB |
| Publication Year: |
2025 |
| Collection: |
Università degli Studi di Milano-Bicocca: BOA (Bicocca Open Archive) |
| Subject Terms: |
Artificial intelligence |
| Description: |
The rapid growth of clinical explainable AI (XAI) models raised concerns over unclear purposes and false hope regarding explanations. Currently, no standardised metrics exist for XAI evaluation. We developed a clinician-informed, 14-item checklist including clinical, machine and decision attributes. This is the first step toward XAI standardisation and transparent reporting XAI methods to enhance trust, reduce risks, foster AI adoption, and improve decisions to determine the true clinical potential of applied XAI. |
| Document Type: |
article in journal/newspaper |
| File Description: |
ELETTRONICO |
| Language: |
English |
| Relation: |
info:eu-repo/semantics/altIdentifier/pmid/40517152; info:eu-repo/semantics/altIdentifier/wos/WOS:001508105000006; volume:8; issue:1; journal:NPJ DIGITAL MEDICINE; https://hdl.handle.net/10281/588523 |
| DOI: |
10.1038/s41746-025-01764-2 |
| Availability: |
https://hdl.handle.net/10281/588523; https://doi.org/10.1038/s41746-025-01764-2 |
| Rights: |
info:eu-repo/semantics/openAccess ; license:Creative Commons ; license uri:http://creativecommons.org/licenses/by/4.0/ |
| Accession Number: |
edsbas.402791B1 |
| Database: |
BASE |