{"id":"https://openalex.org/W4403211221","doi":"https://doi.org/10.1109/cibcb58642.2024.10702173","title":"Towards Equitable Diagnosis: Bias Evaluation and Mitigation in Skin Cancer Classification","display_name":"Towards Equitable Diagnosis: Bias Evaluation and Mitigation in Skin Cancer Classification","publication_year":2024,"publication_date":"2024-08-27","ids":{"openalex":"https://openalex.org/W4403211221","doi":"https://doi.org/10.1109/cibcb58642.2024.10702173"},"language":"en","primary_location":{"id":"doi:10.1109/cibcb58642.2024.10702173","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cibcb58642.2024.10702173","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology (CIBCB)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107820600","display_name":"Eliana Raizman","orcid":null},"institutions":[{"id":"https://openalex.org/I4210157446","display_name":"Western Oncolytics (United States)","ror":"https://ror.org/05g5f7985","country_code":"US","type":"company","lineage":["https://openalex.org/I4210157446"]},{"id":"https://openalex.org/I4210108985","display_name":"Bellevue Hospital Center","ror":"https://ror.org/01ky34z31","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1283621791","https://openalex.org/I4210086933","https://openalex.org/I4210108985"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Eliana Raizman","raw_affiliation_strings":["Interlake High School,Bellevue,WA,United States"],"affiliations":[{"raw_affiliation_string":"Interlake High School,Bellevue,WA,United States","institution_ids":["https://openalex.org/I4210157446","https://openalex.org/I4210108985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101674873","display_name":"Yiming Peng","orcid":"https://orcid.org/0000-0003-2385-5899"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yiming Peng","raw_affiliation_strings":["Vandegrift High School,Austin,TX,United States"],"affiliations":[{"raw_affiliation_string":"Vandegrift High School,Austin,TX,United States","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113422616","display_name":"Austin Deng","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Austin Deng","raw_affiliation_strings":["Vandegrift High School,Austin,TX,United States"],"affiliations":[{"raw_affiliation_string":"Vandegrift High School,Austin,TX,United States","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5107820600"],"corresponding_institution_ids":["https://openalex.org/I4210108985","https://openalex.org/I4210157446"],"apc_list":null,"apc_paid":null,"fwci":1.3583,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.8429415,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9988999962806702,"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":0.9988999962806702,"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/T11306","display_name":"Nonmelanoma Skin Cancer Studies","score":0.9587000012397766,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/computer-science","display_name":"Computer science","score":0.5327327847480774},{"id":"https://openalex.org/keywords/cancer-detection","display_name":"Cancer detection","score":0.4269241690635681},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.4103383421897888},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3897499740123749},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.19606885313987732},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.10181525349617004}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5327327847480774},{"id":"https://openalex.org/C2985322473","wikidata":"https://www.wikidata.org/wiki/Q3044843","display_name":"Cancer detection","level":3,"score":0.4269241690635681},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.4103383421897888},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3897499740123749},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.19606885313987732},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.10181525349617004}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cibcb58642.2024.10702173","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cibcb58642.2024.10702173","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology (CIBCB)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2949355019","https://openalex.org/W2952313545","https://openalex.org/W2965873243","https://openalex.org/W3175183715","https://openalex.org/W4308764909","https://openalex.org/W6684191040","https://openalex.org/W6732623599","https://openalex.org/W6782667551","https://openalex.org/W6845921379","https://openalex.org/W6848550896","https://openalex.org/W6849615686","https://openalex.org/W6850430747","https://openalex.org/W6853781093"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2400060196","https://openalex.org/W2419646825"],"abstract_inverted_index":{"The":[0],"introduction":[1],"of":[2,22,100,122,146,160],"artificial":[3],"intelligence":[4],"into":[5],"health-care":[6],"has":[7,27],"significantly":[8,107],"increased":[9],"diagnosis":[10,13,26,55],"rates,":[11],"reduced":[12],"times,":[14],"and":[15,36,61,84,151,174],"expanded":[16],"treatment":[17],"options.":[18],"However,":[19],"the":[20,50,70,98,120,147,158,166,171],"employment":[21],"AI":[23,81,111],"in":[24,44,52,104,110,119,126,165],"disease":[25],"sparked":[28],"concerns":[29],"about":[30],"its":[31],"capability":[32],"to":[33,74,88,96,169],"diagnose":[34],"accurately":[35],"fairly":[37],"for":[38],"marginalized":[39],"groups":[40],"that":[41,77,93,138],"are":[42],"underrepresented":[43],"datasets.":[45],"A":[46],"worrisome":[47],"example":[48],"is":[49],"discrepancy":[51],"skin":[53,63,102,153,163,179],"cancer":[54],"accuracies":[56],"between":[57,149],"patients":[58],"with":[59,129],"darker":[60,101],"lighter":[62],"tones.":[64],"In":[65],"this":[66],"study,":[67],"we":[68],"employ":[69],"Kruskal-Wallis":[71],"hypothesis":[72],"test":[73],"quantify":[75],"biases":[76],"may":[78],"arise":[79],"during":[80,155],"model":[82],"training":[83,156,167],"assess":[85],"various":[86],"strategies":[87],"mitigate":[89,175],"them.":[90],"We":[91],"find":[92],"augmentations":[94],"tailored":[95],"address":[97],"under-representation":[99],"tones":[103,164],"datasets":[105],"could":[106],"alleviate":[108],"bias":[109,176],"models.":[112],"Additionally,":[113],"our":[114,144],"investigation":[115],"unveils":[116],"notable":[117],"variations":[118],"effectiveness":[121],"different":[123,178],"augmentation":[124,136],"techniques":[125],"reducing":[127],"bias,":[128],"Color":[130],"Jitter":[131],"emerging":[132],"as":[133],"a":[134],"standout":[135],"technique":[137],"can":[139],"effectively":[140],"eliminate":[141],"bias.":[142],"Furthermore,":[143],"analysis":[145],"interplay":[148],"light":[150],"dark":[152],"images":[154],"underscores":[157],"importance":[159],"incorporating":[161],"diverse":[162],"process":[168],"narrow":[170],"accuracy":[172],"gap":[173],"across":[177],"colors.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-19T08:26:33.389920","created_date":"2025-10-10T00:00:00"}
