Which explanations do clinicians prefer? A comparative evaluation of XAI understandability and actionability in predicting the need for hospitalization.
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| Title: | Which explanations do clinicians prefer? A comparative evaluation of XAI understandability and actionability in predicting the need for hospitalization. |
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| Authors: | Bergomi L; Department of Electrical, Computer and Biomedical Engineering, Via Ferrata 5, Pavia, 27100, Italy. laura.bergomi01@universitadipavia.it., Nicora G; Department of Electrical, Computer and Biomedical Engineering, Via Ferrata 5, Pavia, 27100, Italy., Orlowska MA; Department of Electrical, Computer and Biomedical Engineering, Via Ferrata 5, Pavia, 27100, Italy., Podrecca C; Department of Electrical, Computer and Biomedical Engineering, Via Ferrata 5, Pavia, 27100, Italy., Bellazzi R; Department of Electrical, Computer and Biomedical Engineering, Via Ferrata 5, Pavia, 27100, Italy., Fregosi C; Department of Computer Science, Systems and Communication, University of Milano-Bicocca, Milan, Italy., Salinaro F; Emergency Medicine Unit and Emergency Medicine Postgraduate Training Program, Department of Internal Medicine, IRCCS Policlinico San Matteo Foundation, University of Pavia, Pavia, Italy., Bonzano M; Emergency Medicine Unit and Emergency Medicine Postgraduate Training Program, Department of Internal Medicine, IRCCS Policlinico San Matteo Foundation, University of Pavia, Pavia, Italy., Crescenzi G; Emergency Medicine Unit and Emergency Medicine Postgraduate Training Program, Department of Internal Medicine, IRCCS Policlinico San Matteo Foundation, University of Pavia, Pavia, Italy., Speciale F; Emergency Medicine Unit and Emergency Medicine Postgraduate Training Program, Department of Internal Medicine, IRCCS Policlinico San Matteo Foundation, University of Pavia, Pavia, Italy., Di Pietro S; Emergency Medicine Unit and Emergency Medicine Postgraduate Training Program, Department of Internal Medicine, IRCCS Policlinico San Matteo Foundation, University of Pavia, Pavia, Italy.; PhD Program in Experimental Medicine, University of Pavia, Pavia, Italy., Zuccaro V; Department of Clinical, Surgical, Diagnostic and Pediatric Sciences, University of Pavia, Pavia, Italy.; Infectious Diseases Unit, Fondazione IRCCS Policlinico di Pavia, Pavia, Italy., Asperges E; Infectious Diseases Unit, Fondazione IRCCS Policlinico di Pavia, Pavia, Italy., Sacchi P; Infectious Diseases Unit, Fondazione IRCCS Policlinico di Pavia, Pavia, Italy., Valsecchi P; Infectious Diseases Unit, Fondazione IRCCS Policlinico di Pavia, Pavia, Italy., Pagani E; Infectious Diseases Unit, Fondazione IRCCS Policlinico di Pavia, Pavia, Italy., Catalano M; Department of Clinical, Surgical, Diagnostic and Pediatric Sciences, University of Pavia, Pavia, Italy., Bortolotto C; Department of Clinical, Surgical, Diagnostic and Pediatric Sciences, University of Pavia, Pavia, Italy.; Radiology Department, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy., Preda L; Department of Clinical, Surgical, Diagnostic and Pediatric Sciences, University of Pavia, Pavia, Italy.; Radiology Department, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy., Parimbelli E; Department of Electrical, Computer and Biomedical Engineering, Via Ferrata 5, Pavia, 27100, Italy. |
| Source: | BMC medical informatics and decision making [BMC Med Inform Decis Mak] 2025 Jul 16; Vol. 25 (1), pp. 269. Date of Electronic Publication: 2025 Jul 16. |
| Publication Type: | Journal Article; Comparative Study |
| Journal Info: | Publisher: BioMed Central Country of Publication: England NLM ID: 101088682 Publication Model: Electronic Cited Medium: Internet ISSN: 1472-6947 (Electronic) Linking ISSN: 14726947 NLM ISO Abbreviation: BMC Med Inform Decis Mak Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 40671048 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Which explanations do clinicians prefer? A comparative evaluation of XAI understandability and actionability in predicting the need for hospitalization. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Bergomi+L%22">Bergomi L</searchLink>; Department of Electrical, Computer and Biomedical Engineering, Via Ferrata 5, Pavia, 27100, Italy. laura.bergomi01@universitadipavia.it.<br /><searchLink fieldCode="AU" term="%22Nicora+G%22">Nicora G</searchLink>; Department of Electrical, Computer and Biomedical Engineering, Via Ferrata 5, Pavia, 27100, Italy.<br /><searchLink fieldCode="AU" term="%22Orlowska+MA%22">Orlowska MA</searchLink>; Department of Electrical, Computer and Biomedical Engineering, Via Ferrata 5, Pavia, 27100, Italy.<br /><searchLink fieldCode="AU" term="%22Podrecca+C%22">Podrecca C</searchLink>; Department of Electrical, Computer and Biomedical Engineering, Via Ferrata 5, Pavia, 27100, Italy.<br /><searchLink fieldCode="AU" term="%22Bellazzi+R%22">Bellazzi R</searchLink>; Department of Electrical, Computer and Biomedical Engineering, Via Ferrata 5, Pavia, 27100, Italy.<br /><searchLink fieldCode="AU" term="%22Fregosi+C%22">Fregosi C</searchLink>; Department of Computer Science, Systems and Communication, University of Milano-Bicocca, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Salinaro+F%22">Salinaro F</searchLink>; Emergency Medicine Unit and Emergency Medicine Postgraduate Training Program, Department of Internal Medicine, IRCCS Policlinico San Matteo Foundation, University of Pavia, Pavia, Italy.<br /><searchLink fieldCode="AU" term="%22Bonzano+M%22">Bonzano M</searchLink>; Emergency Medicine Unit and Emergency Medicine Postgraduate Training Program, Department of Internal Medicine, IRCCS Policlinico San Matteo Foundation, University of Pavia, Pavia, Italy.<br /><searchLink fieldCode="AU" term="%22Crescenzi+G%22">Crescenzi G</searchLink>; Emergency Medicine Unit and Emergency Medicine Postgraduate Training Program, Department of Internal Medicine, IRCCS Policlinico San Matteo Foundation, University of Pavia, Pavia, Italy.<br /><searchLink fieldCode="AU" term="%22Speciale+F%22">Speciale F</searchLink>; Emergency Medicine Unit and Emergency Medicine Postgraduate Training Program, Department of Internal Medicine, IRCCS Policlinico San Matteo Foundation, University of Pavia, Pavia, Italy.<br /><searchLink fieldCode="AU" term="%22Di+Pietro+S%22">Di Pietro S</searchLink>; Emergency Medicine Unit and Emergency Medicine Postgraduate Training Program, Department of Internal Medicine, IRCCS Policlinico San Matteo Foundation, University of Pavia, Pavia, Italy.; PhD Program in Experimental Medicine, University of Pavia, Pavia, Italy.<br /><searchLink fieldCode="AU" term="%22Zuccaro+V%22">Zuccaro V</searchLink>; Department of Clinical, Surgical, Diagnostic and Pediatric Sciences, University of Pavia, Pavia, Italy.; Infectious Diseases Unit, Fondazione IRCCS Policlinico di Pavia, Pavia, Italy.<br /><searchLink fieldCode="AU" term="%22Asperges+E%22">Asperges E</searchLink>; Infectious Diseases Unit, Fondazione IRCCS Policlinico di Pavia, Pavia, Italy.<br /><searchLink fieldCode="AU" term="%22Sacchi+P%22">Sacchi P</searchLink>; Infectious Diseases Unit, Fondazione IRCCS Policlinico di Pavia, Pavia, Italy.<br /><searchLink fieldCode="AU" term="%22Valsecchi+P%22">Valsecchi P</searchLink>; Infectious Diseases Unit, Fondazione IRCCS Policlinico di Pavia, Pavia, Italy.<br /><searchLink fieldCode="AU" term="%22Pagani+E%22">Pagani E</searchLink>; Infectious Diseases Unit, Fondazione IRCCS Policlinico di Pavia, Pavia, Italy.<br /><searchLink fieldCode="AU" term="%22Catalano+M%22">Catalano M</searchLink>; Department of Clinical, Surgical, Diagnostic and Pediatric Sciences, University of Pavia, Pavia, Italy.<br /><searchLink fieldCode="AU" term="%22Bortolotto+C%22">Bortolotto C</searchLink>; Department of Clinical, Surgical, Diagnostic and Pediatric Sciences, University of Pavia, Pavia, Italy.; Radiology Department, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy.<br /><searchLink fieldCode="AU" term="%22Preda+L%22">Preda L</searchLink>; Department of Clinical, Surgical, Diagnostic and Pediatric Sciences, University of Pavia, Pavia, Italy.; Radiology Department, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy.<br /><searchLink fieldCode="AU" term="%22Parimbelli+E%22">Parimbelli E</searchLink>; Department of Electrical, Computer and Biomedical Engineering, Via Ferrata 5, Pavia, 27100, Italy. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101088682%22">BMC medical informatics and decision making</searchLink> [BMC Med Inform Decis Mak] 2025 Jul 16; Vol. 25 (1), pp. 269. <i>Date of Electronic Publication: </i>2025 Jul 16. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Comparative Study – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101088682 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1472-6947 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2214726947%22">14726947 </searchLink><i>NLM ISO Abbreviation: </i>BMC Med Inform Decis Mak <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=40671048 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1186/s12911-025-03045-0 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 269 Titles: – TitleFull: Which explanations do clinicians prefer? A comparative evaluation of XAI understandability and actionability in predicting the need for hospitalization. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Bergomi L – PersonEntity: Name: NameFull: Nicora G – PersonEntity: Name: NameFull: Orlowska MA – PersonEntity: Name: NameFull: Podrecca C – PersonEntity: Name: NameFull: Bellazzi R – PersonEntity: Name: NameFull: Fregosi C – PersonEntity: Name: NameFull: Salinaro F – PersonEntity: Name: NameFull: Bonzano M – PersonEntity: Name: NameFull: Crescenzi G – PersonEntity: Name: NameFull: Speciale F – PersonEntity: Name: NameFull: Di Pietro S – PersonEntity: Name: NameFull: Zuccaro V – PersonEntity: Name: NameFull: Asperges E – PersonEntity: Name: NameFull: Sacchi P – PersonEntity: Name: NameFull: Valsecchi P – PersonEntity: Name: NameFull: Pagani E – PersonEntity: Name: NameFull: Catalano M – PersonEntity: Name: NameFull: Bortolotto C – PersonEntity: Name: NameFull: Preda L – PersonEntity: Name: NameFull: Parimbelli E IsPartOfRelationships: – BibEntity: Dates: – D: 16 M: 07 Text: 2025 Jul 16 Type: published Y: 2025 Identifiers: – Type: issn-electronic Value: 1472-6947 Numbering: – Type: volume Value: 25 – Type: issue Value: 1 Titles: – TitleFull: BMC medical informatics and decision making Type: main |
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