Artificial intelligence for risk-stratified breast cancer screening: a systematic review of evidence, clinical integration, and ethical implications in risk assessment tools.
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| Title: | Artificial intelligence for risk-stratified breast cancer screening: a systematic review of evidence, clinical integration, and ethical implications in risk assessment tools. |
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| Authors: | Pesapane F; Breast Imaging Division, IEO European Institute of Oncology IRCCS, Milan, Italy. filippo.pesapane@ieo.it., Caumo F; Breast Unit, Pederzoli Hospital, Peschiera Del Garda, Italy., Mantellini P; Screening Unit, Oncological Network, Prevention and Research Institute - ISPRO, Florence, Italy., Irmici G; Breast Radiology Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy., Depretto C; Breast Radiology Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy., Penco S; Breast Imaging Division, IEO European Institute of Oncology IRCCS, Milan, Italy., Rotili A; Breast Imaging Division, IEO European Institute of Oncology IRCCS, Milan, Italy., Trentin C; Breast Imaging Division, IEO European Institute of Oncology IRCCS, Milan, Italy., Dominelli V; Breast Imaging Division, IEO European Institute of Oncology IRCCS, Milan, Italy., Corso G; Division of Breast Surgery, IEO European Institute of Oncology IRCCS, Milan, Italy.; Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy., Magnoni F; Division of Breast Surgery, IEO European Institute of Oncology IRCCS, Milan, Italy.; Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy., Lazzeroni M; Division of Cancer Prevention and Genetics, IEO European Institute of Oncology IRCCS, Milan, Italy., Santicchia S; Breast Imaging Division, IEO European Institute of Oncology IRCCS, Milan, Italy.; Radiology Department, Foundation IRCCS Ca' Granda, Ospedale Maggiore Policlinico, Milan, Italy., Scaperrotta GP; Breast Radiology Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy., Cassano E; Breast Imaging Division, IEO European Institute of Oncology IRCCS, Milan, Italy. |
| Source: | La Radiologia medica [Radiol Med] 2026 Jul; Vol. 131 (7), pp. 1146-1167. Date of Electronic Publication: 2026 May 18. |
| Publication Type: | Journal Article; Systematic Review; Review |
| Journal Info: | Publisher: Springer Milan Country of Publication: Italy NLM ID: 0177625 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1826-6983 (Electronic) Linking ISSN: 00338362 NLM ISO Abbreviation: Radiol Med Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42149286 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Artificial intelligence for risk-stratified breast cancer screening: a systematic review of evidence, clinical integration, and ethical implications in risk assessment tools. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Pesapane+F%22">Pesapane F</searchLink>; Breast Imaging Division, IEO European Institute of Oncology IRCCS, Milan, Italy. filippo.pesapane@ieo.it.<br /><searchLink fieldCode="AU" term="%22Caumo+F%22">Caumo F</searchLink>; Breast Unit, Pederzoli Hospital, Peschiera Del Garda, Italy.<br /><searchLink fieldCode="AU" term="%22Mantellini+P%22">Mantellini P</searchLink>; Screening Unit, Oncological Network, Prevention and Research Institute - ISPRO, Florence, Italy.<br /><searchLink fieldCode="AU" term="%22Irmici+G%22">Irmici G</searchLink>; Breast Radiology Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Depretto+C%22">Depretto C</searchLink>; Breast Radiology Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Penco+S%22">Penco S</searchLink>; Breast Imaging Division, IEO European Institute of Oncology IRCCS, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Rotili+A%22">Rotili A</searchLink>; Breast Imaging Division, IEO European Institute of Oncology IRCCS, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Trentin+C%22">Trentin C</searchLink>; Breast Imaging Division, IEO European Institute of Oncology IRCCS, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Dominelli+V%22">Dominelli V</searchLink>; Breast Imaging Division, IEO European Institute of Oncology IRCCS, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Corso+G%22">Corso G</searchLink>; Division of Breast Surgery, IEO European Institute of Oncology IRCCS, Milan, Italy.; Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Magnoni+F%22">Magnoni F</searchLink>; Division of Breast Surgery, IEO European Institute of Oncology IRCCS, Milan, Italy.; Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Lazzeroni+M%22">Lazzeroni M</searchLink>; Division of Cancer Prevention and Genetics, IEO European Institute of Oncology IRCCS, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Santicchia+S%22">Santicchia S</searchLink>; Breast Imaging Division, IEO European Institute of Oncology IRCCS, Milan, Italy.; Radiology Department, Foundation IRCCS Ca' Granda, Ospedale Maggiore Policlinico, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Scaperrotta+GP%22">Scaperrotta GP</searchLink>; Breast Radiology Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Cassano+E%22">Cassano E</searchLink>; Breast Imaging Division, IEO European Institute of Oncology IRCCS, Milan, Italy. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%220177625%22">La Radiologia medica</searchLink> [Radiol Med] 2026 Jul; Vol. 131 (7), pp. 1146-1167. <i>Date of Electronic Publication: </i>2026 May 18. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Systematic Review; Review – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+Milan%22">Springer Milan </searchLink><i>Country of Publication: </i>Italy <i>NLM ID: </i>0177625 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1826-6983 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200338362%22">00338362 </searchLink><i>NLM ISO Abbreviation: </i>Radiol Med <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42149286 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1007/s11547-026-02217-w Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 1146 Titles: – TitleFull: Artificial intelligence for risk-stratified breast cancer screening: a systematic review of evidence, clinical integration, and ethical implications in risk assessment tools. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Pesapane F – PersonEntity: Name: NameFull: Caumo F – PersonEntity: Name: NameFull: Mantellini P – PersonEntity: Name: NameFull: Irmici G – PersonEntity: Name: NameFull: Depretto C – PersonEntity: Name: NameFull: Penco S – PersonEntity: Name: NameFull: Rotili A – PersonEntity: Name: NameFull: Trentin C – PersonEntity: Name: NameFull: Dominelli V – PersonEntity: Name: NameFull: Corso G – PersonEntity: Name: NameFull: Magnoni F – PersonEntity: Name: NameFull: Lazzeroni M – PersonEntity: Name: NameFull: Santicchia S – PersonEntity: Name: NameFull: Scaperrotta GP – PersonEntity: Name: NameFull: Cassano E IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 07 Text: 2026 Jul Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1826-6983 Numbering: – Type: volume Value: 131 – Type: issue Value: 7 Titles: – TitleFull: La Radiologia medica Type: main |
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