{"id":"https://openalex.org/W4403570989","doi":"https://doi.org/10.48550/arxiv.2410.10509","title":"Artificial Intelligence-Based Triaging of Cutaneous Melanocytic Lesions","display_name":"Artificial Intelligence-Based Triaging of Cutaneous Melanocytic Lesions","publication_year":2024,"publication_date":"2024-10-14","ids":{"openalex":"https://openalex.org/W4403570989","doi":"https://doi.org/10.48550/arxiv.2410.10509"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2410.10509","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2410.10509","pdf_url":"https://arxiv.org/pdf/2410.10509","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2410.10509","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026273669","display_name":"Ruben T. Lucassen","orcid":"https://orcid.org/0000-0002-5760-9568"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Lucassen, Ruben T.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079579470","display_name":"Nikolas Stathonikos","orcid":"https://orcid.org/0000-0002-5457-7580"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Stathonikos, Nikolas","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082642240","display_name":"Gerben E. Breimer","orcid":"https://orcid.org/0000-0003-0365-3667"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Breimer, Gerben E.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008103968","display_name":"Mitko Veta","orcid":"https://orcid.org/0000-0003-1711-3098"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Veta, Mitko","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5018011096","display_name":"Willeke A.M. Blokx","orcid":"https://orcid.org/0000-0002-4647-8830"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Blokx, Willeke A. M.","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5026273669"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14254","display_name":"Digital Media and Visual Art","score":0.8019000291824341,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14254","display_name":"Digital Media and Visual Art","score":0.8019000291824341,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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":0.7032999992370605,"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/melanocytic-nevus","display_name":"Melanocytic nevus","score":0.4766315221786499},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44781941175460815},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.44103413820266724},{"id":"https://openalex.org/keywords/dermatology","display_name":"Dermatology","score":0.4048939049243927},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38372567296028137},{"id":"https://openalex.org/keywords/nevus","display_name":"Nevus","score":0.1779436469078064},{"id":"https://openalex.org/keywords/melanoma","display_name":"Melanoma","score":0.06913262605667114}],"concepts":[{"id":"https://openalex.org/C2776294769","wikidata":"https://www.wikidata.org/wiki/Q377568","display_name":"Melanocytic nevus","level":4,"score":0.4766315221786499},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44781941175460815},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.44103413820266724},{"id":"https://openalex.org/C16005928","wikidata":"https://www.wikidata.org/wiki/Q171171","display_name":"Dermatology","level":1,"score":0.4048939049243927},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38372567296028137},{"id":"https://openalex.org/C2779323059","wikidata":"https://www.wikidata.org/wiki/Q692077","display_name":"Nevus","level":3,"score":0.1779436469078064},{"id":"https://openalex.org/C2777658100","wikidata":"https://www.wikidata.org/wiki/Q180614","display_name":"Melanoma","level":2,"score":0.06913262605667114},{"id":"https://openalex.org/C502942594","wikidata":"https://www.wikidata.org/wiki/Q3421914","display_name":"Cancer research","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:arXiv.org:2410.10509","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2410.10509","pdf_url":"https://arxiv.org/pdf/2410.10509","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:oai:dspace.library.uu.nl:1874/466820","is_oa":true,"landing_page_url":"https://dspace.library.uu.nl/handle/1874/466820","pdf_url":null,"source":{"id":"https://openalex.org/S4306401649","display_name":"Utrecht University Repository (Utrecht University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193662353","host_organization_name":"Utrecht University","host_organization_lineage":["https://openalex.org/I193662353"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2410.10509","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2410.10509","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2410.10509","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2410.10509","pdf_url":"https://arxiv.org/pdf/2410.10509","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3031052312","https://openalex.org/W4389568370","https://openalex.org/W3032375762","https://openalex.org/W1995515455","https://openalex.org/W2080531066","https://openalex.org/W3108674512","https://openalex.org/W1506200166"],"abstract_inverted_index":{"Pathologists":[0],"are":[1],"facing":[2],"an":[3,31,175,183,196,204,229],"increasing":[4],"workload":[5,23],"due":[6,275],"to":[7,21,84,107,160,276],"a":[8,54,121,255],"growing":[9],"volume":[10],"of":[11,64,164,177,185,198,206,231,238,265],"cases":[12,241],"and":[13,25,51,103,125,147,182,195,203,267],"the":[14,58,85,108,138,141,148,151,162,169,191,212,217,251],"need":[15],"for":[16,36,129,245],"more":[17],"comprehensive":[18],"diagnoses.":[19],"Aiming":[20],"facilitate":[22],"reduction":[24],"faster":[26],"turnaround":[27],"times,":[28],"we":[29],"developed":[30,50],"artificial":[32],"intelligence":[33],"(AI)":[34],"model":[35,48,173,253],"triaging":[37,167,227,278],"cutaneous":[38,262],"melanocytic":[39,96,263],"lesions":[40,264],"based":[41],"on":[42,117,190,211],"whole":[43,66],"slide":[44,67],"images.":[45],"The":[46,61,113,171,270],"AI":[47,172,252],"was":[49,115,134,158],"validated":[52],"using":[53,137,220],"retrospective":[55],"cohort":[56],"from":[57,69,74],"UMC":[59],"Utrecht.":[60],"dataset":[62,114],"consisted":[63],"52,202":[65],"images":[68],"27,167":[70],"unique":[71],"specimens,":[72],"acquired":[73],"20,707":[75],"patients.":[76],"Specimens":[77],"with":[78,93],"only":[79],"common":[80],"nevi":[81],"were":[82,105],"assigned":[83,106],"low":[86,268],"complexity":[87,110,240],"category":[88,111],"(86.6%).":[89],"In":[90,216,249],"contrast,":[91],"specimens":[92],"any":[94],"other":[95],"lesion":[97],"subtype,":[98],"including":[99],"non-common":[100],"nevi,":[101],"melanocytomas,":[102],"melanomas,":[104],"high":[109,239,266],"(13.4%).":[112],"split":[116],"patient":[118],"level":[119],"into":[120],"development":[122],"set":[123],"(80%)":[124],"test":[126,193,214],"sets":[127],"(20%)":[128],"independent":[130],"evaluation.":[131],"Predictive":[132],"performance":[133,258],"primarily":[135],"measured":[136],"area":[139,149],"under":[140,150],"receiver":[142],"operating":[143],"characteristic":[144],"curve":[145,153],"(AUROC)":[146],"precision-recall":[152],"(AUPRC).":[154],"A":[155],"simulation":[156,218],"experiment":[157],"performed":[159],"study":[161],"effect":[163],"implementing":[165],"AI-based":[166,226,277],"in":[168,259,272],"clinic.":[170],"reached":[174],"AUROC":[176,197],"0.966":[178],"(95%":[179,187,200,208,233],"CI,":[180,188,201,209,234],"0.960-0.972)":[181],"AUPRC":[184,205],"0.857":[186],"0.836-0.877)":[189],"in-distribution":[192],"set,":[194],"0.899":[199],"0.860-0.934)":[202],"0.498":[207],"0.360-0.639)":[210],"out-of-distribution":[213],"set.":[215],"experiment,":[219],"random":[221],"case":[222],"assignment":[223],"as":[224],"baseline,":[225],"prevented":[228],"average":[230],"43.9":[232],"36-55)":[235],"initial":[236],"examinations":[237],"by":[242],"general":[243],"pathologists":[244],"every":[246],"500":[247],"cases.":[248],"conclusion,":[250],"achieved":[254],"strong":[256],"predictive":[257],"differentiating":[260],"between":[261],"complexity.":[269],"improvement":[271],"workflow":[273],"efficiency":[274],"could":[279],"be":[280],"substantial.":[281]},"counts_by_year":[],"updated_date":"2026-04-07T14:57:38.498316","created_date":"2025-10-10T00:00:00"}