{"id":"https://openalex.org/W7225296159","doi":"https://doi.org/10.1186/s42492-026-00239-9","title":"When expertise fails: detection of artificial intelligence - generated vitiligo imagery across the spectrum of dermatological experience; a cross-sectional exploratory study","display_name":"When expertise fails: detection of artificial intelligence - generated vitiligo imagery across the spectrum of dermatological experience; a cross-sectional exploratory study","publication_year":2026,"publication_date":"2026-11-06","ids":{"openalex":"https://openalex.org/W7225296159","doi":"https://doi.org/10.1186/s42492-026-00239-9","pmid":"https://pubmed.ncbi.nlm.nih.gov/42988918","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/13740437"},"language":"en","primary_location":{"id":"doi:10.1186/s42492-026-00239-9","doi":"https://doi.org/10.1186/s42492-026-00239-9","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42492-026-00239-9","pdf_url":"https://link.springer.com/content/pdf/10.1186/s42492-026-00239-9.pdf","source":{"id":"https://openalex.org/S3035464634","display_name":"Visual Computing for Industry Biomedicine and Art","issn_l":"2096-496X","issn":["2096-496X","2524-4442"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","jufo-1","ki-jl-1","oarl","poland-20","russia-white-list-1"],"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Visual Computing for Industry, Biomedicine, and Art","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://link.springer.com/content/pdf/10.1186/s42492-026-00239-9.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5135277599","display_name":"Jonathan Shapiro","orcid":"https://orcid.org/0000-0002-5154-7984","observed_orcids":["https://orcid.org/0000-0002-5154-7984"]},"institutions":[{"id":"https://openalex.org/I28185974","display_name":"Maccabi Healthcare Services","ror":"https://ror.org/04k1f6611","country_code":"IL","type":"healthcare","lineage":["https://openalex.org/I28185974"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Jonathan Shapiro","raw_affiliation_strings":["Maccabi Healthcare Services, Tel Aviv, 6812509, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Maccabi Healthcare Services, Tel Aviv, 6812509, Israel","institution_ids":["https://openalex.org/I28185974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009948163","display_name":"Itay Cohen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Itay Cohen","raw_affiliation_strings":["Rutgers School of Public Health, Rutgers University, Piscataway, NJ, 08901, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rutgers School of Public Health, Rutgers University, Piscataway, NJ, 08901, USA","institution_ids":["https://openalex.org/I102322142"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119787848","display_name":"Mor Atlas","orcid":"https://orcid.org/0000-0001-7020-7224","observed_orcids":["https://orcid.org/0000-0001-7020-7224"]},"institutions":[{"id":"https://openalex.org/I207073550","display_name":"Ono Academic College","ror":"https://ror.org/02td5wn81","country_code":"IL","type":"education","lineage":["https://openalex.org/I207073550"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Mor Atlas","raw_affiliation_strings":["Ono Academic College, Kiryat Ono, 55000, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ono Academic College, Kiryat Ono, 55000, Israel","institution_ids":["https://openalex.org/I207073550"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076426405","display_name":"Anna Lyakhovitsky","orcid":"https://orcid.org/0000-0002-4899-7140","observed_orcids":["https://orcid.org/0000-0002-4899-7140"]},"institutions":[{"id":"https://openalex.org/I16391192","display_name":"Tel Aviv University","ror":"https://ror.org/04mhzgx49","country_code":"IL","type":"education","lineage":["https://openalex.org/I16391192"]},{"id":"https://openalex.org/I2799810450","display_name":"Sheba Medical Center","ror":"https://ror.org/020rzx487","country_code":"IL","type":"healthcare","lineage":["https://openalex.org/I2799810450"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Anna Lyakhovitsky","raw_affiliation_strings":["Dermatology Department, Sheba Medical Center, Ramat-Gan, 5262000, Israel","Gray Faculty of Medical and Health Sciences, Tel Aviv University, Tel Aviv, 6997801, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dermatology Department, Sheba Medical Center, Ramat-Gan, 5262000, Israel","institution_ids":["https://openalex.org/I2799810450"]},{"raw_affiliation_string":"Gray Faculty of Medical and Health Sciences, Tel Aviv University, Tel Aviv, 6997801, Israel","institution_ids":["https://openalex.org/I16391192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010112372","display_name":"Shany Sherman","orcid":"https://orcid.org/0000-0003-2323-3512","observed_orcids":["https://orcid.org/0000-0003-2323-3512"]},"institutions":[{"id":"https://openalex.org/I16391192","display_name":"Tel Aviv University","ror":"https://ror.org/04mhzgx49","country_code":"IL","type":"education","lineage":["https://openalex.org/I16391192"]},{"id":"https://openalex.org/I2800389475","display_name":"Rabin Medical Center","ror":"https://ror.org/01vjtf564","country_code":"IL","type":"healthcare","lineage":["https://openalex.org/I2800389475","https://openalex.org/I64767286"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Shany Sherman","raw_affiliation_strings":["Division of Dermatology, Rabin Medical Center, Beilinson Hospital, Petach Tikva, 4941492, Israel","Gray Faculty of Medical and Health Sciences, Tel Aviv University, Tel Aviv, 6997801, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Dermatology, Rabin Medical Center, Beilinson Hospital, Petach Tikva, 4941492, Israel","institution_ids":["https://openalex.org/I2800389475"]},{"raw_affiliation_string":"Gray Faculty of Medical and Health Sciences, Tel Aviv University, Tel Aviv, 6997801, Israel","institution_ids":["https://openalex.org/I16391192"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5160958870","display_name":"Riad Kassem","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I16391192","display_name":"Tel Aviv University","ror":"https://ror.org/04mhzgx49","country_code":"IL","type":"education","lineage":["https://openalex.org/I16391192"]},{"id":"https://openalex.org/I2799810450","display_name":"Sheba Medical Center","ror":"https://ror.org/020rzx487","country_code":"IL","type":"healthcare","lineage":["https://openalex.org/I2799810450"]}],"countries":["IL"],"is_corresponding":true,"raw_author_name":"Riad Kassem","raw_affiliation_strings":["Dermatology Department, Sheba Medical Center, Ramat-Gan, 5262000, Israel. riadkassem@hotmail.com","Gray Faculty of Medical and Health Sciences, Tel Aviv University, Tel Aviv, 6997801, Israel. riadkassem@hotmail.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dermatology Department, Sheba Medical Center, Ramat-Gan, 5262000, Israel. riadkassem@hotmail.com","institution_ids":["https://openalex.org/I2799810450"]},{"raw_affiliation_string":"Gray Faculty of Medical and Health Sciences, Tel Aviv University, Tel Aviv, 6997801, Israel. riadkassem@hotmail.com","institution_ids":["https://openalex.org/I16391192"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5160958870"],"corresponding_institution_ids":["https://openalex.org/I16391192","https://openalex.org/I2799810450"],"apc_list":{"value":0,"currency":"USD","value_usd":0},"apc_paid":null,"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":"9","issue":"1","first_page":null,"last_page":null},"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":0.8036999702453613,"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":0.8036999702453613,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.17299999296665192,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.00279999990016222,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/ai-generated-images","display_name":"AI-generated images","score":0.5849999785423279},{"id":"https://openalex.org/keywords/vitiligo","display_name":"vitiligo","score":0.7940000295639038},{"id":"https://openalex.org/keywords/synthetic-image-detection","display_name":"synthetic image detection","score":0.7960000038146973},{"id":"https://openalex.org/keywords/large-multimodal-models","display_name":"large multimodal models","score":0.6589999794960022},{"id":"https://openalex.org/keywords/dermatology-education","display_name":"dermatology education","score":0.7919999957084656},{"id":"https://openalex.org/keywords/image-authenticity","display_name":"image authenticity","score":0.31200000643730164}],"concepts":[{"id":"https://openalex.org/C2779980618","wikidata":"https://www.wikidata.org/wiki/Q180152","display_name":"Vitiligo","level":2,"score":0.7545999884605408},{"id":"https://openalex.org/C85973986","wikidata":"https://www.wikidata.org/wiki/Q1091731","display_name":"Exploratory research","level":2,"score":0.6093999743461609},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5547000169754028},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4896000027656555},{"id":"https://openalex.org/C61863361","wikidata":"https://www.wikidata.org/wiki/Q470749","display_name":"Inter-rater reliability","level":3,"score":0.4140999913215637},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3781000077724457},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.3693000078201294},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.34700000286102295},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.32690000534057617},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.29589998722076416},{"id":"https://openalex.org/C165957694","wikidata":"https://www.wikidata.org/wiki/Q5421350","display_name":"Exploratory factor analysis","level":3,"score":0.2921999990940094},{"id":"https://openalex.org/C170477896","wikidata":"https://www.wikidata.org/wiki/Q17039022","display_name":"Ideation","level":2,"score":0.2897999882698059},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2847999930381775},{"id":"https://openalex.org/C16005928","wikidata":"https://www.wikidata.org/wiki/Q171171","display_name":"Dermatology","level":1,"score":0.27140000462532043},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.262800008058548},{"id":"https://openalex.org/C534262118","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Medical diagnosis","level":2,"score":0.25940001010894775},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.25870001316070557},{"id":"https://openalex.org/C2778355321","wikidata":"https://www.wikidata.org/wiki/Q17079427","display_name":"Identity (music)","level":2,"score":0.25360000133514404}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1186/s42492-026-00239-9","doi":"https://doi.org/10.1186/s42492-026-00239-9","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42492-026-00239-9","pdf_url":"https://link.springer.com/content/pdf/10.1186/s42492-026-00239-9.pdf","source":{"id":"https://openalex.org/S3035464634","display_name":"Visual Computing for Industry Biomedicine and Art","issn_l":"2096-496X","issn":["2096-496X","2524-4442"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","jufo-1","ki-jl-1","oarl","poland-20","russia-white-list-1"],"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Visual Computing for Industry, Biomedicine, and Art","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13740437","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13740437/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13740437/pdf/42492_2026_Article_239.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Vis Comput Ind Biomed Art","raw_type":"Text"},{"id":"pmid:42988918","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42988918","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Visual computing for industry, biomedicine, and art","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:65f4a2fc409f4bdbb7881b55787054ff","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/65f4a2fc409f4bdbb7881b55787054ff","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":"Visual Computing for Industry, Biomedicine, and Art, Vol 9, Iss 1 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s42492-026-00239-9","doi":"https://doi.org/10.1186/s42492-026-00239-9","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42492-026-00239-9","pdf_url":"https://link.springer.com/content/pdf/10.1186/s42492-026-00239-9.pdf","source":{"id":"https://openalex.org/S3035464634","display_name":"Visual Computing for Industry Biomedicine and Art","issn_l":"2096-496X","issn":["2096-496X","2524-4442"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","jufo-1","ki-jl-1","oarl","poland-20","russia-white-list-1"],"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Visual Computing for Industry, Biomedicine, and Art","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8048999905586243,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7225296159.pdf","grobid_xml":"https://content.openalex.org/works/W7225296159.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W2005691885","https://openalex.org/W2105827538","https://openalex.org/W2134669342","https://openalex.org/W2545846385","https://openalex.org/W2810954096","https://openalex.org/W2916177376","https://openalex.org/W2916364080","https://openalex.org/W3001446745","https://openalex.org/W3025458042","https://openalex.org/W3025830737","https://openalex.org/W3027294468","https://openalex.org/W3032474503","https://openalex.org/W3087321211","https://openalex.org/W3166823294","https://openalex.org/W4221146266","https://openalex.org/W4286493308","https://openalex.org/W4309737900","https://openalex.org/W4319826310","https://openalex.org/W4365134996","https://openalex.org/W4381598523","https://openalex.org/W4387210230","https://openalex.org/W4387457231","https://openalex.org/W4387811276","https://openalex.org/W4388409044","https://openalex.org/W4392710543","https://openalex.org/W4399295615","https://openalex.org/W4399986486","https://openalex.org/W4402392401","https://openalex.org/W4404733104","https://openalex.org/W4405404913","https://openalex.org/W4408031728","https://openalex.org/W4410427301","https://openalex.org/W4410843861","https://openalex.org/W4410943219","https://openalex.org/W4411009148","https://openalex.org/W4411078597","https://openalex.org/W4411832391","https://openalex.org/W4412487207","https://openalex.org/W4415950303","https://openalex.org/W4416319420","https://openalex.org/W4416361409","https://openalex.org/W4416854221","https://openalex.org/W4417201877"],"related_works":["https://openalex.org/W4413635998","https://openalex.org/W7162535181","https://openalex.org/W7212671004","https://openalex.org/W7168909239","https://openalex.org/W4212798637","https://openalex.org/W7117470616","https://openalex.org/W4412487207","https://openalex.org/W4385804141","https://openalex.org/W7167482834","https://openalex.org/W4396905964"],"abstract_inverted_index":{"Generative":[0],"artificial":[1],"intelligence":[2],"(AI)":[3],"can":[4],"produce":[5],"highly":[6],"realistic":[7],"dermatological":[8,25,171],"images,":[9,33],"raising":[10],"concerns":[11],"about":[12],"clinicians'":[13],"ability":[14],"to":[15,35,67,169],"distinguish":[16],"authentic":[17],"pathology":[18],"from":[19],"synthetic":[20,74,86,193],"representations.":[21],"To":[22],"assess":[23],"whether":[24,195],"expertise":[26,202],"influences":[27],"the":[28,37,41,68,73,85,98,113,116,130,133,138,162,191,209,218],"detection":[29,139,189],"of":[30,40,72,112,132,151,190,201,220],"AI-generated":[31,58,99,154],"vitiligo":[32,59],"and":[34,70,84,106,129,140,161,216],"evaluate":[36],"self-detection":[38],"capabilities":[39],"algorithm,":[42],"we":[43],"conducted":[44],"a":[45,152,157,198],"participant-blinded":[46],"cross-sectional":[47],"study":[48,145],"in":[49],"which":[50],"31":[51],"dermatologists,":[52],"stratified":[53],"by":[54,148],"experience,":[55],"classified":[56],"one":[57],"image":[60,87,100,155],"alongside":[61],"three":[62,92],"real":[63],"controls":[64],"while":[65],"blinded":[66],"number":[69],"identity":[71],"images.":[75],"Interrater":[76],"agreement":[77],"was":[78,88,185],"assessed":[79],"using":[80,91],"Fleiss'":[81],"kappa":[82],"statistic,":[83],"additionally":[89],"evaluated":[90,192],"large":[93],"multimodal":[94],"models.":[95],"Residents":[96],"detected":[97],"more":[101],"frequently":[102],"than":[103],"senior":[104],"dermatologists":[105],"key":[107],"opinion":[108],"leaders.":[109],"After":[110],"disclosure":[111],"correct":[114],"classifications,":[115],"experts":[117],"identified":[118],"specific":[119],"biological":[120],"inconsistencies,":[121],"whereas":[122],"residents":[123],"relied":[124],"primarily":[125],"on":[126],"intuitive":[127],"impressions,":[128],"performance":[131],"AI":[134,215],"models":[135],"varied":[136],"across":[137],"post-disclosure":[141],"artifact-recognition":[142],"tasks.":[143],"This":[144],"is":[146],"limited":[147],"its":[149],"evaluation":[150],"single":[153,158],"depicting":[156],"disease":[159],"(vitiligo),":[160],"findings":[163,207],"may":[164],"therefore":[165],"not":[166],"be":[167],"generalizable":[168],"other":[170],"morphologies,":[172],"image-generation":[173],"prompts,":[174],"or":[175],"multi-image":[176],"scenarios.":[177],"In":[178],"this":[179,196],"exploratory":[180],"study,":[181],"greater":[182],"clinical":[183],"experience":[184],"associated":[186,212],"with":[187,213],"reduced":[188],"image;":[194],"reflects":[197],"general":[199],"effect":[200],"requires":[203],"further":[204],"study.":[205],"These":[206],"highlight":[208],"emerging":[210],"risks":[211],"medical":[214],"support":[217],"integration":[219],"AI-focused":[221],"visual":[222],"analysis":[223],"into":[224],"dermatology":[225],"education.":[226]},"counts_by_year":[],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2026-11-06T00:00:00"}
