{"id":"https://openalex.org/W7204759098","doi":"https://doi.org/10.1016/j.rcro.2026.100515","title":"Training minds for machine-age imaging: medical students\u2019 needs, ethics and expectations for safe AI integration in radiology","display_name":"Training minds for machine-age imaging: medical students\u2019 needs, ethics and expectations for safe AI integration in radiology","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7204759098","doi":"https://doi.org/10.1016/j.rcro.2026.100515"},"language":"en","primary_location":{"id":"doi:10.1016/j.rcro.2026.100515","doi":"https://doi.org/10.1016/j.rcro.2026.100515","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.rcro.2026.100515","pdf_url":"https://www.sciencedirect.com/science/article/pii/S277306622600046X/pdf","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://www.sciencedirect.com/science/article/pii/S277306622600046X/pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5148823355","display_name":"Roshni Das","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Roshni Das","raw_affiliation_strings":["King\u2019s College London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King\u2019s College London","institution_ids":["https://openalex.org/I183935753"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000316374","display_name":"Ebinesh Arulnathan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210094656","display_name":"Alder Hey Children's NHS Foundation Trust","ror":"https://ror.org/00p18zw56","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I4210094656"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ebinesh Arulnathan","raw_affiliation_strings":["Alder Hey Children\u2019s NHS Foundation Trust"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alder Hey Children\u2019s NHS Foundation Trust","institution_ids":["https://openalex.org/I4210094656"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5148779300","display_name":"Sivakumar Manickam","orcid":"https://orcid.org/0009-0006-5018-9384","observed_orcids":["https://orcid.org/0009-0006-5018-9384"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sivakumar Manickam","raw_affiliation_strings":["Mid and South Essex NHS Foundation Trust"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mid and South Essex NHS Foundation Trust","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"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":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"4","issue":null,"first_page":"100515","last_page":"100515"},"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":0.9984999895095825,"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":0.9984999895095825,"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":0.0013000000035390258,"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/T10254","display_name":"Innovations in Medical Education","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence-in-radiology","display_name":"artificial intelligence in radiology","score":0.9449999928474426},{"id":"https://openalex.org/keywords/medical-education","display_name":"medical education","score":0.777999997138977},{"id":"https://openalex.org/keywords/medical-students","display_name":"medical students","score":0.8389999866485596},{"id":"https://openalex.org/keywords/ai-ethics","display_name":"AI ethics","score":0.6480000019073486},{"id":"https://openalex.org/keywords/ai-safety","display_name":"AI safety","score":0.5320000052452087},{"id":"https://openalex.org/keywords/artificial-intelligence-integration","display_name":"artificial intelligence integration","score":0.46700000762939453},{"id":"https://openalex.org/keywords/student-expectations","display_name":"student expectations","score":0.4099999964237213},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.3050000071525574}],"concepts":[{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.6367999911308289},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.5824000239372253},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4074000120162964},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.38659998774528503},{"id":"https://openalex.org/C126086293","wikidata":"https://www.wikidata.org/wiki/Q237151","display_name":"Medical ethics","level":2,"score":0.31520000100135803},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.2955999970436096},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2799000144004822},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.27630001306533813},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.23849999904632568},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.23810000717639923}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.rcro.2026.100515","doi":"https://doi.org/10.1016/j.rcro.2026.100515","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.rcro.2026.100515","pdf_url":"https://www.sciencedirect.com/science/article/pii/S277306622600046X/pdf","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:a565d1b7df044a68a7a38ac035e9d890","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/a565d1b7df044a68a7a38ac035e9d890","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"The Royal College of Radiologists Open, Vol 4, Iss , Pp 100515- (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1016/j.rcro.2026.100515","doi":"https://doi.org/10.1016/j.rcro.2026.100515","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.rcro.2026.100515","pdf_url":"https://www.sciencedirect.com/science/article/pii/S277306622600046X/pdf","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","id":"https://metadata.un.org/sdg/3","score":0.4000000059604645}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7204759098.pdf","grobid_xml":"https://content.openalex.org/works/W7204759098.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7204786848","https://openalex.org/W7204839257","https://openalex.org/W4407056793","https://openalex.org/W4407240343","https://openalex.org/W4386982480","https://openalex.org/W6889722393","https://openalex.org/W4407315305","https://openalex.org/W4407240331","https://openalex.org/W6946005075","https://openalex.org/W7160242307"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-09-01T00:00:00"}