{"id":"https://openalex.org/W4394620240","doi":"https://doi.org/10.1038/s41746-024-01031-w","title":"Human-AI interaction in skin cancer diagnosis: a systematic review and meta-analysis","display_name":"Human-AI interaction in skin cancer diagnosis: a systematic review and meta-analysis","publication_year":2024,"publication_date":"2024-04-09","ids":{"openalex":"https://openalex.org/W4394620240","doi":"https://doi.org/10.1038/s41746-024-01031-w","pmid":"https://pubmed.ncbi.nlm.nih.gov/38594408"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-024-01031-w","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-024-01031-w","pdf_url":"https://www.nature.com/articles/s41746-024-01031-w.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","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":"npj Digital Medicine","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41746-024-01031-w.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070310035","display_name":"Isabelle Krakowski","orcid":"https://orcid.org/0000-0002-4633-8993"},"institutions":[{"id":"https://openalex.org/I28166907","display_name":"Karolinska Institutet","ror":"https://ror.org/056d84691","country_code":"SE","type":"education","lineage":["https://openalex.org/I28166907"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["SE","US"],"is_corresponding":true,"raw_author_name":"Isabelle Krakowski","raw_affiliation_strings":["Center for Digital Health, Stanford University School of Medicine, Stanford, CA, USA","Department of Dermatology, Stanford, Stanford University, Stanford, CA, USA","Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Digital Health, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Dermatology, Stanford, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden","institution_ids":["https://openalex.org/I28166907"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083369561","display_name":"Jiyeong Kim","orcid":"https://orcid.org/0000-0002-2869-5751"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiyeong Kim","raw_affiliation_strings":["Center for Digital Health, Stanford University School of Medicine, Stanford, CA, USA","Department of Dermatology, Stanford, Stanford University, Stanford, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-2869-5751","affiliations":[{"raw_affiliation_string":"Center for Digital Health, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Dermatology, Stanford, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069278500","display_name":"Zhuo Ran Cai","orcid":"https://orcid.org/0000-0002-5611-2293"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhuo Ran Cai","raw_affiliation_strings":["Center for Digital Health, Stanford University School of Medicine, Stanford, CA, USA","Department of Dermatology, Stanford, Stanford University, Stanford, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Digital Health, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Dermatology, Stanford, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014300312","display_name":"Roxana Daneshjou","orcid":"https://orcid.org/0000-0001-7988-9356"},"institutions":[{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Roxana Daneshjou","raw_affiliation_strings":["Department of Dermatology, Department of Biomedical Data Science, Stanford School of Medicine, Stanford, CA, USA"],"raw_orcid":"https://orcid.org/0000-0001-7988-9356","affiliations":[{"raw_affiliation_string":"Department of Dermatology, Department of Biomedical Data Science, Stanford School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I4210137306"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034990173","display_name":"Jan Lapins","orcid":"https://orcid.org/0000-0002-0882-8959"},"institutions":[{"id":"https://openalex.org/I1335113835","display_name":"Karolinska University Hospital","ror":"https://ror.org/00m8d6786","country_code":"SE","type":"healthcare","lineage":["https://openalex.org/I1335113835"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Jan Lapins","raw_affiliation_strings":["Department of Dermatology, Theme Inflammation, Karolinska University Hospital, Stockholm, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Dermatology, Theme Inflammation, Karolinska University Hospital, Stockholm, Sweden","institution_ids":["https://openalex.org/I1335113835"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084535555","display_name":"Hanna Eriksson","orcid":"https://orcid.org/0000-0001-6728-5344"},"institutions":[{"id":"https://openalex.org/I2800024054","display_name":"Skin Cancer Foundation","ror":"https://ror.org/0338fxs55","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I2800024054"]},{"id":"https://openalex.org/I28166907","display_name":"Karolinska Institutet","ror":"https://ror.org/056d84691","country_code":"SE","type":"education","lineage":["https://openalex.org/I28166907"]}],"countries":["SE","US"],"is_corresponding":false,"raw_author_name":"Hanna Eriksson","raw_affiliation_strings":["Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden","Theme Cancer, Unit of Head-Neck-, Lung- and Skin Cancer, Skin Cancer Center, Karolinska University Hospital, Stockholm, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden","institution_ids":["https://openalex.org/I28166907"]},{"raw_affiliation_string":"Theme Cancer, Unit of Head-Neck-, Lung- and Skin Cancer, Skin Cancer Center, Karolinska University Hospital, Stockholm, Sweden","institution_ids":["https://openalex.org/I2800024054"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030622548","display_name":"Anastasia Lykou","orcid":null},"institutions":[{"id":"https://openalex.org/I17389662","display_name":"University of Nicosia","ror":"https://ror.org/04v18t651","country_code":"CY","type":"education","lineage":["https://openalex.org/I17389662"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"Anastasia Lykou","raw_affiliation_strings":["Department of Education, University of Nicosia, Nicosia, Cyprus"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Education, University of Nicosia, Nicosia, Cyprus","institution_ids":["https://openalex.org/I17389662"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078439923","display_name":"Eleni Linos","orcid":"https://orcid.org/0000-0002-5856-6301"},"institutions":[{"id":"https://openalex.org/I4210105015","display_name":"Stanford Health Care","ror":"https://ror.org/019wqcg20","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210105015"]},{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eleni Linos","raw_affiliation_strings":["Center for Digital Health, Stanford University School of Medicine, Stanford, CA, USA. linos@stanford.edu","Department of Dermatology, Stanford, Stanford University, Stanford, CA, USA. linos@stanford.edu","Department of Dermatology, Stanford, Stanford University, Stanford, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-5856-6301","affiliations":[{"raw_affiliation_string":"Center for Digital Health, Stanford University School of Medicine, Stanford, CA, USA. linos@stanford.edu","institution_ids":["https://openalex.org/I97018004","https://openalex.org/I4210137306","https://openalex.org/I4210105015"]},{"raw_affiliation_string":"Department of Dermatology, Stanford, Stanford University, Stanford, CA, USA. linos@stanford.edu","institution_ids":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Dermatology, Stanford, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5070310035"],"corresponding_institution_ids":["https://openalex.org/I28166907","https://openalex.org/I97018004"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":14.8456,"has_fulltext":true,"cited_by_count":57,"citation_normalized_percentile":{"value":0.99381118,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"7","issue":"1","first_page":"78","last_page":"78"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9994000196456909,"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"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9771999716758728,"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"}},{"id":"https://openalex.org/T11296","display_name":"COVID-19 and healthcare impacts","score":0.9506000280380249,"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/meta-analysis","display_name":"Meta-analysis","score":0.8154100179672241},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6975135803222656},{"id":"https://openalex.org/keywords/diagnostic-accuracy","display_name":"Diagnostic accuracy","score":0.5124672055244446},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.5049243569374084},{"id":"https://openalex.org/keywords/skin-cancer","display_name":"Skin cancer","score":0.4830939769744873},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4523518681526184},{"id":"https://openalex.org/keywords/scopus","display_name":"Scopus","score":0.4339512586593628},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.42606014013290405},{"id":"https://openalex.org/keywords/subgroup-analysis","display_name":"Subgroup analysis","score":0.4203662872314453},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4052712917327881},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.3999421000480652},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.25474411249160767},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.25199320912361145},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.1171676516532898}],"concepts":[{"id":"https://openalex.org/C95190672","wikidata":"https://www.wikidata.org/wiki/Q815382","display_name":"Meta-analysis","level":2,"score":0.8154100179672241},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6975135803222656},{"id":"https://openalex.org/C3020132585","wikidata":"https://www.wikidata.org/wiki/Q2671652","display_name":"Diagnostic accuracy","level":2,"score":0.5124672055244446},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.5049243569374084},{"id":"https://openalex.org/C2777789703","wikidata":"https://www.wikidata.org/wiki/Q192102","display_name":"Skin cancer","level":3,"score":0.4830939769744873},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4523518681526184},{"id":"https://openalex.org/C83867959","wikidata":"https://www.wikidata.org/wiki/Q371467","display_name":"Scopus","level":3,"score":0.4339512586593628},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.42606014013290405},{"id":"https://openalex.org/C187960798","wikidata":"https://www.wikidata.org/wiki/Q7631152","display_name":"Subgroup analysis","level":3,"score":0.4203662872314453},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4052712917327881},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.3999421000480652},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.25474411249160767},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.25199320912361145},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.1171676516532898},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1038/s41746-024-01031-w","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-024-01031-w","pdf_url":"https://www.nature.com/articles/s41746-024-01031-w.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","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":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:38594408","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38594408","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,"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":"NPJ digital medicine","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11004168","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11004168","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11004168/pdf/41746_2024_Article_1031.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,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"NPJ Digit Med","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:a031206f42fc4f969a1fab9cabd4aef0","is_oa":false,"landing_page_url":"https://doaj.org/article/a031206f42fc4f969a1fab9cabd4aef0","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,"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":"npj Digital Medicine, Vol 7, Iss 1, Pp 1-10 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1038/s41746-024-01031-w","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-024-01031-w","pdf_url":"https://www.nature.com/articles/s41746-024-01031-w.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","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":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1765914307","display_name":null,"funder_award_id":"K24AR075060","funder_id":"https://openalex.org/F4320306080","funder_display_name":"Foundation for the National Institutes of Health"},{"id":"https://openalex.org/G2693851842","display_name":null,"funder_award_id":"R01AR082109","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G2935194179","display_name":null,"funder_award_id":"K24AR075060","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G2986312262","display_name":null,"funder_award_id":"R01AR082109","funder_id":"https://openalex.org/F4320306080","funder_display_name":"Foundation for the National Institutes of Health"},{"id":"https://openalex.org/G439325590","display_name":null,"funder_award_id":"210406JCIA01","funder_id":"https://openalex.org/F4320322581","funder_display_name":"Vetenskapsr\u00e5det"},{"id":"https://openalex.org/G4713889080","display_name":null,"funder_award_id":"2111617Pj, 210406JCIA01","funder_id":"https://openalex.org/F4320321491","funder_display_name":"Cancerfonden"},{"id":"https://openalex.org/G6183375255","display_name":null,"funder_award_id":"009614","funder_id":"https://openalex.org/F4320324251","funder_display_name":"Radiumhemmets Forskningsfonder"},{"id":"https://openalex.org/G7108184218","display_name":null,"funder_award_id":"211063, 181083","funder_id":"https://openalex.org/F4320324251","funder_display_name":"Radiumhemmets Forskningsfonder"},{"id":"https://openalex.org/G719331006","display_name":null,"funder_award_id":"202201534","funder_id":"https://openalex.org/F4320322581","funder_display_name":"Vetenskapsr\u00e5det"},{"id":"https://openalex.org/G8200400382","display_name":null,"funder_award_id":"FoUI-962339, FoUI-972654","funder_id":"https://openalex.org/F4320322570","funder_display_name":"Stockholms L\u00e4ns Landsting"}],"funders":[{"id":"https://openalex.org/F4320306080","display_name":"Foundation for the National Institutes of Health","ror":"https://ror.org/00k86s890"},{"id":"https://openalex.org/F4320316750","display_name":"Japan Chemical Industry Association","ror":"https://ror.org/02qst6p72"},{"id":"https://openalex.org/F4320321491","display_name":"Cancerfonden","ror":"https://ror.org/0527jb766"},{"id":"https://openalex.org/F4320322570","display_name":"Stockholms L\u00e4ns Landsting","ror":"https://ror.org/02zrae794"},{"id":"https://openalex.org/F4320322581","display_name":"Vetenskapsr\u00e5det","ror":"https://ror.org/03zttf063"},{"id":"https://openalex.org/F4320324251","display_name":"Radiumhemmets Forskningsfonder","ror":"https://ror.org/006hbj696"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4394620240.pdf"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W1968783088","https://openalex.org/W1987471061","https://openalex.org/W2020488794","https://openalex.org/W2107638293","https://openalex.org/W2111515833","https://openalex.org/W2126727011","https://openalex.org/W2142062901","https://openalex.org/W2164273268","https://openalex.org/W2169160087","https://openalex.org/W2581082771","https://openalex.org/W2653715832","https://openalex.org/W2776393547","https://openalex.org/W2785704959","https://openalex.org/W2895763047","https://openalex.org/W2908201961","https://openalex.org/W2943491685","https://openalex.org/W2952971376","https://openalex.org/W2964986924","https://openalex.org/W2970233898","https://openalex.org/W2999271007","https://openalex.org/W3000396219","https://openalex.org/W3013387448","https://openalex.org/W3014403957","https://openalex.org/W3036298167","https://openalex.org/W3085870326","https://openalex.org/W3092516577","https://openalex.org/W3099211739","https://openalex.org/W3143784018","https://openalex.org/W3159814022","https://openalex.org/W3173393692","https://openalex.org/W3175183715","https://openalex.org/W3180959755","https://openalex.org/W3199500316","https://openalex.org/W3209901185","https://openalex.org/W3215200385","https://openalex.org/W4205497480","https://openalex.org/W4206550328","https://openalex.org/W4212798637","https://openalex.org/W4240484632","https://openalex.org/W4280517812","https://openalex.org/W4288058227","https://openalex.org/W4290465970","https://openalex.org/W4290852327","https://openalex.org/W4292730297","https://openalex.org/W4316507599","https://openalex.org/W4317935575","https://openalex.org/W4380875692","https://openalex.org/W4385302721"],"related_works":["https://openalex.org/W4389095033","https://openalex.org/W2340650675","https://openalex.org/W2602611201","https://openalex.org/W2377377225","https://openalex.org/W3194627231","https://openalex.org/W2396849083","https://openalex.org/W2767082141","https://openalex.org/W3150219210","https://openalex.org/W4385186532","https://openalex.org/W3177035794"],"abstract_inverted_index":{"The":[0],"development":[1],"of":[2,30,44,54,65,71,97,114,118,138,186,217],"diagnostic":[3,49,119,224],"tools":[4],"for":[5,85,143],"skin":[6,72,103,227],"cancer":[7,73,104,228],"based":[8],"on":[9,41,47,68],"artificial":[10],"intelligence":[11],"(AI)":[12],"is":[13,33,38],"increasing":[14],"rapidly":[15],"and":[16,58,82,106,116,157,175,204],"will":[17],"likely":[18],"soon":[19],"be":[20],"widely":[21],"implemented":[22],"in":[23,35,190,214,226,236,249],"clinical":[24],"use.":[25],"Even":[26],"though":[27],"the":[28,42,52,63,69,95,167,194,209,215,220],"performance":[29,96],"these":[31,246],"algorithms":[32],"promising":[34],"theory,":[36],"there":[37],"limited":[39],"evidence":[40],"impact":[43],"AI":[45,66,110,124,148,182,213],"assistance":[46,67,125],"human":[48],"decisions.":[50],"Therefore,":[51],"aim":[53],"this":[55],"systematic":[56],"review":[57],"meta-analysis":[59],"was":[60,152,159,170,177,202],"to":[61,89,222,243],"study":[62],"effect":[64],"accuracy":[70,120,225],"diagnosis.":[74,229],"We":[75,91,134],"searched":[76],"PubMed,":[77],"Embase,":[78],"IEE":[79],"Xplore,":[80],"Scopus":[81],"conference":[83],"proceedings":[84],"articles":[86],"from":[87],"1/1/2017":[88],"11/8/2022.":[90],"included":[92],"studies":[93,233,242],"comparing":[94],"clinicians":[98,146,218],"diagnosing":[99],"at":[100],"least":[101],"one":[102],"with":[105,121,193],"without":[107,123,147],"deep":[108],"learning-based":[109],"assistance.":[111],"Summary":[112],"estimates":[113],"sensitivity":[115,151,169,205],"specificity":[117,158,176],"versus":[122],"were":[126,141,211,234],"computed":[127],"using":[128],"a":[129],"bivariate":[130],"random":[131],"effects":[132],"model.":[133],"identified":[135],"2983":[136],"studies,":[137],"which":[139],"ten":[140],"eligible":[142],"meta-analysis.":[144],"For":[145,164],"assistance,":[149],"pooled":[150],"74.8%":[153],"(95%":[154,161,172,179],"CI":[155,162,173,180],"68.6-80.1)":[156],"81.5%":[160],"73.9-87.3).":[163],"AI-assisted":[165],"clinicians,":[166],"overall":[168],"81.1%":[171],"74.4-86.5)":[174],"86.1%":[178],"79.2-90.9).":[181],"benefitted":[183],"medical":[184],"professionals":[185],"all":[187],"experience":[188],"levels":[189],"subgroup":[191],"analyses,":[192],"largest":[195],"improvement":[196],"among":[197],"non-dermatologists.":[198],"No":[199],"publication":[200],"bias":[201],"detected,":[203],"analysis":[206],"revealed":[207],"that":[208,231],"findings":[210],"robust.":[212],"hands":[216],"has":[219],"potential":[221,247],"improve":[223],"Given":[230],"most":[232],"conducted":[235],"experimental":[237],"settings,":[238],"we":[239],"encourage":[240],"future":[241],"further":[244],"investigate":[245],"benefits":[248],"real-life":[250],"settings.":[251]},"counts_by_year":[{"year":2026,"cited_by_count":15},{"year":2025,"cited_by_count":34},{"year":2024,"cited_by_count":8}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
