{"id":"https://openalex.org/W4407056772","doi":"https://doi.org/10.1016/j.rcro.2024.100218","title":"Artificial Intelligence for diagnostics in radiology practice: A rapid systematic scoping review","display_name":"Artificial Intelligence for diagnostics in radiology practice: A rapid systematic scoping review","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4407056772","doi":"https://doi.org/10.1016/j.rcro.2024.100218"},"language":"en","primary_location":{"id":"doi:10.1016/j.rcro.2024.100218","doi":"https://doi.org/10.1016/j.rcro.2024.100218","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.rcro.2024.100218","pdf_url":null,"source":{"id":"https://openalex.org/S4387291761","display_name":"The Royal College of Radiologists Open","issn_l":"2773-0662","issn":["2773-0662"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Royal College of Radiologists Open","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.rcro.2024.100218","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075269842","display_name":"Rachel Lawrence","orcid":"https://orcid.org/0000-0003-3743-4622","observed_orcids":["https://orcid.org/0000-0003-3743-4622"]},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Rachel Lawrence","raw_affiliation_strings":["University College London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College London","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116113059","display_name":"Emma Dodsworth","orcid":"https://orcid.org/0009-0007-2264-7277","observed_orcids":["https://orcid.org/0009-0007-2264-7277"]},"institutions":[{"id":"https://openalex.org/I186567439","display_name":"Nuffield Trust","ror":"https://ror.org/05htb0v42","country_code":"GB","type":"nonprofit","lineage":["https://openalex.org/I186567439"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Emma Dodsworth","raw_affiliation_strings":["Nuffield Trust"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nuffield Trust","institution_ids":["https://openalex.org/I186567439"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048126509","display_name":"Efthalia Massou","orcid":"https://orcid.org/0000-0003-0488-482X","observed_orcids":["https://orcid.org/0000-0003-0488-482X"]},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Efthalia Massou","raw_affiliation_strings":["University of Cambridge"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cambridge","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084801352","display_name":"Chris Sherlaw\u2010Johnson","orcid":"https://orcid.org/0000-0002-4851-6060","observed_orcids":["https://orcid.org/0000-0002-4851-6060","https://orcid.org/0000-0002-6482-8910"]},"institutions":[{"id":"https://openalex.org/I186567439","display_name":"Nuffield Trust","ror":"https://ror.org/05htb0v42","country_code":"GB","type":"nonprofit","lineage":["https://openalex.org/I186567439"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Chris Sherlaw-Johnson","raw_affiliation_strings":["Nuffield Trust"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nuffield Trust","institution_ids":["https://openalex.org/I186567439"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024945858","display_name":"Angus I. G. Ramsay","orcid":"https://orcid.org/0000-0002-4446-6916","observed_orcids":["https://orcid.org/0000-0002-4446-6916"]},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Angus Ramsay","raw_affiliation_strings":["University College London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College London","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007740417","display_name":"Holly Walton","orcid":"https://orcid.org/0000-0002-8746-059X","observed_orcids":["https://orcid.org/0000-0002-8746-059X"]},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Holly Walton","raw_affiliation_strings":["University College London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College London","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082493480","display_name":"Tracy O\u2019Regan","orcid":"https://orcid.org/0000-0002-7658-8862","observed_orcids":["https://orcid.org/0000-0002-7658-8862"]},"institutions":[{"id":"https://openalex.org/I4405272709","display_name":"College of Radiographers","ror":"https://ror.org/04ke4tw24","country_code":"GB","type":"nonprofit","lineage":["https://openalex.org/I4405272709"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Tracy O'Regan","raw_affiliation_strings":["The Society and College of Radiographers"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Society and College of Radiographers","institution_ids":["https://openalex.org/I4405272709"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071189596","display_name":"Fergus Vincent Gleeson","orcid":"https://orcid.org/0000-0002-5121-3917","observed_orcids":["https://orcid.org/0000-0002-5121-3917"]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Fergus Gleeson","raw_affiliation_strings":["University of Oxford"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015104652","display_name":"Nadia E. Crellin","orcid":"https://orcid.org/0000-0002-9497-5874","observed_orcids":["https://orcid.org/0000-0002-9497-5874"]},"institutions":[{"id":"https://openalex.org/I186567439","display_name":"Nuffield Trust","ror":"https://ror.org/05htb0v42","country_code":"GB","type":"nonprofit","lineage":["https://openalex.org/I186567439"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nadia Crellin","raw_affiliation_strings":["Nuffield Trust"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nuffield Trust","institution_ids":["https://openalex.org/I186567439"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023868942","display_name":"Kevin Herbert","orcid":"https://orcid.org/0009-0008-4354-7811","observed_orcids":["https://orcid.org/0009-0008-4354-7811"]},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Kevin Herbert","raw_affiliation_strings":["University of Cambridge"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cambridge","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051287469","display_name":"Pei Li Ng","orcid":"https://orcid.org/0000-0001-8411-220X","observed_orcids":["https://orcid.org/0000-0001-8411-220X"]},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Pei Li Ng","raw_affiliation_strings":["University College London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College London","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115615295","display_name":"Holly Elphinstone","orcid":"https://orcid.org/0009-0007-3850-2128","observed_orcids":["https://orcid.org/0009-0007-3850-2128"]},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Holly Elphinstone","raw_affiliation_strings":["University College London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College London","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101884587","display_name":"Raj Mehta","orcid":"https://orcid.org/0000-0002-4003-530X","observed_orcids":["https://orcid.org/0000-0002-4003-530X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Raj Mehta","raw_affiliation_strings":["Public Contributor"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Public Contributor","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Joanne Lloyd","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Joanne Lloyd","raw_affiliation_strings":["Public Contributor"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Public Contributor","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053405605","display_name":"Amanda Halliday","orcid":"https://orcid.org/0009-0002-5905-0566","observed_orcids":["https://orcid.org/0009-0002-5905-0566"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Amanda Halliday","raw_affiliation_strings":["Public Contributor"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Public Contributor","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018463374","display_name":"Stephen Morris A","orcid":"https://orcid.org/0000-0002-5828-3563","observed_orcids":["https://orcid.org/0000-0002-5828-3563","https://orcid.org/0000-0002-6628-5809"]},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Stephen Morris","raw_affiliation_strings":["University of Cambridge"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cambridge","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039391026","display_name":"Naomi Fulop","orcid":"https://orcid.org/0000-0001-5306-6140","observed_orcids":["https://orcid.org/0000-0001-5306-6140"]},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Naomi Fulop","raw_affiliation_strings":["University College London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College London","institution_ids":["https://openalex.org/I45129253"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1440,"currency":"USD","value_usd":1440},"apc_paid":{"value":1440,"currency":"USD","value_usd":1440},"fwci":0.3645,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.5959126,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"3","issue":null,"first_page":"100218","last_page":"100218"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11894","display_name":"Radiology practices and education","score":0.00019999999494757503,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"artificial intelligence","score":0.9269999861717224},{"id":"https://openalex.org/keywords/radiology","display_name":"radiology","score":0.7450000047683716},{"id":"https://openalex.org/keywords/artificial-intelligence-adoption","display_name":"artificial intelligence adoption","score":0.7450000047683716},{"id":"https://openalex.org/keywords/diagnostic-accuracy","display_name":"diagnostic accuracy","score":0.7279999852180481},{"id":"https://openalex.org/keywords/false-positive-results","display_name":"false positives","score":0.6660000085830688},{"id":"https://openalex.org/keywords/radiology-workflow","display_name":"radiology workflow","score":0.6449999809265137},{"id":"https://openalex.org/keywords/cost-effectiveness","display_name":"cost-effectiveness","score":0.9369999766349792},{"id":"https://openalex.org/keywords/artificial-intelligence-implementation","display_name":"AI implementation","score":0.5139999985694885},{"id":"https://openalex.org/keywords/stakeholder-perspectives","display_name":"stakeholder perspectives","score":0.7540000081062317},{"id":"https://openalex.org/keywords/radiology-education","display_name":"radiology education","score":0.4390000104904175},{"id":"https://openalex.org/keywords/ai-transparency","display_name":"AI transparency","score":0.5019999742507935},{"id":"https://openalex.org/keywords/expert-participation","display_name":"expert participation","score":0.6159999966621399}],"concepts":[{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.5059401392936707},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.45141908526420593},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.42325806617736816},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37761935591697693},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.34142830967903137},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.34002962708473206},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.10437339544296265},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1016/j.rcro.2024.100218","doi":"https://doi.org/10.1016/j.rcro.2024.100218","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.rcro.2024.100218","pdf_url":null,"source":{"id":"https://openalex.org/S4387291761","display_name":"The Royal College of Radiologists Open","issn_l":"2773-0662","issn":["2773-0662"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Royal College of Radiologists Open","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:e0a1866433a948fe9ef4a95e4d046891","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/e0a1866433a948fe9ef4a95e4d046891","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"The Royal College of Radiologists Open, Vol 3, Iss , Pp 100218- (2025)","raw_type":"article"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10208464","doi":null,"is_oa":false,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10208464/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"eClinicalMedicine , 83 , Article 103228. (2025)","raw_type":"Article"},{"id":"pmh:oai:www.repository.cam.ac.uk:1810/394324","doi":null,"is_oa":true,"landing_page_url":"https://www.repository.cam.ac.uk/handle/1810/394324","pdf_url":null,"source":{"id":"https://openalex.org/S4306401777","display_name":"Apollo (University of Cambridge)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I241749","host_organization_name":"University of Cambridge","host_organization_lineage":["https://openalex.org/I241749"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1016/j.rcro.2024.100218","doi":"https://doi.org/10.1016/j.rcro.2024.100218","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.rcro.2024.100218","pdf_url":null,"source":{"id":"https://openalex.org/S4387291761","display_name":"The Royal College of Radiologists Open","issn_l":"2773-0662","issn":["2773-0662"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Royal College of Radiologists Open","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.9391000270843506,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[{"display_name":"Systematic Review","id":"https://openalex.org/study-designs/systematic-review"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4394571589","https://openalex.org/W7123703740","https://openalex.org/W4415991254","https://openalex.org/W7140128004","https://openalex.org/W4407082742","https://openalex.org/W7196974862","https://openalex.org/W7165790753","https://openalex.org/W4283270289","https://openalex.org/W7168907764","https://openalex.org/W4417000301"],"abstract_inverted_index":{"BACKGROUND:":[0],"The":[1,166,259],"aim":[2],"of":[3,13,121,145,150,158,169,178,264,271,277],"this":[4],"review":[5,36],"was":[6,141],"to":[7,17],"evaluate":[8],"evidence":[9,140,179,208],"on":[10,160],"the":[11,58,116,148,155,216,239,265,272,275],"use":[12],"Artificial":[14],"Intelligence":[15],"(AI)":[16],"support":[18],"diagnostics":[19],"in":[20,81,131,136,180,185],"radiology,":[21],"including":[22,115],"implementation,":[23],"experiences,":[24],"perceptions,":[25],"quantitative,":[26],"and":[27,40,57,68,103,125,134,154,163,204,206,221,225,234,252,267,279],"cost":[28,104],"outcomes.":[29],"METHODS:":[30],"We":[31,53,198],"conducted":[32],"a":[33,176,192,196],"systematic":[34],"scoping":[35],"(PROSPERO":[37],"registration:":[38],"CRD42024537518)":[39],"discussed":[41],"emerging":[42],"findings":[43],"with":[44],"relevant":[45],"stakeholders":[46],"(radiology":[47],"staff,":[48],"public":[49],"members)":[50],"using":[51,146],"workshops.":[52],"searched":[54],"four":[55],"databases":[56],"grey":[59],"literature":[60],"for":[61,75,202,219,242],"articles":[62],"published":[63],"between":[64],"1st":[65],"January":[66,70],"2020":[67],"31st":[69],"2025.":[71],"Articles":[72],"were":[73,113],"screened":[74],"eligibility":[76],"(N":[77,88,92,96,100,105],"=":[78,89,93,97,101,106],"8013),":[79],"resulting":[80],"140":[82],"included":[83],"studies.":[84],"Studies":[85],"evaluated":[86],"implementation":[87],"7),":[90],"perceptions":[91],"74),":[94],"experiences":[95,144],"14),":[98],"effectiveness":[99],"53),":[102],"6).":[107],"FINDINGS:":[108],"Factors":[109],"influencing":[110],"AI":[111,159,170,187],"adoption":[112],"identified,":[114],"high":[117],"technical":[118],"demand,":[119],"lack":[120],"guidance,":[122],"training/knowledge,":[123],"transparency,":[124],"expert":[126],"engagement.":[127],"Evidence":[128],"demonstrated":[129],"improvements":[130],"diagnostic":[132],"accuracy":[133],"reductions":[135],"interpretation":[137],"time.":[138],"However,":[139],"mixed":[142],"regarding":[143],"AI,":[147],"risk":[149],"increasing":[151],"false":[152],"positives,":[153],"wider":[156,200],"impact":[157],"workflow":[161],"efficiency":[162],"cost-effectiveness.":[164],"INTERPRETATION:":[165],"potential":[167],"benefits":[168],"are":[171,236,262],"evident,":[172],"but":[173],"there":[174],"is":[175,188,213,254],"paucity":[177],"real-world":[181],"settings,":[182],"supporting":[183],"cautiousness":[184],"how":[186],"perceived":[189],"(e.g.,":[190],"as":[191],"complementary":[193],"tool,":[194],"not":[195,268],"solution).":[197],"outline":[199],"implications":[201],"policy":[203],"practice":[205],"summarise":[207],"gaps.":[209],"FUNDING:":[210],"This":[211],"project":[212],"funded":[214],"by":[215,238],"National":[217,240],"Institute":[218,241],"Health":[220,224,243,278],"Care":[222,227],"Research,":[223],"Social":[226,280],"Delivery":[228],"Research":[229,244,250],"programme":[230],"(Ref:":[231],"NIHR156380).":[232],"NJF":[233,253],"AIGR":[235],"supported":[237],"(NIHR)":[245],"Central":[246],"London":[247],"Patient":[248],"Safety":[249],"Collaboration":[251],"an":[255],"NIHR":[256,273],"Senior":[257],"Investigator.":[258],"views":[260],"expressed":[261],"those":[263,270],"author(s)":[266],"necessarily":[269],"or":[274],"Department":[276],"Care.":[281]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-10-25T09:29:13.331239","created_date":"2025-02-02T00:00:00"}