{"id":"https://openalex.org/W4409849112","doi":"https://doi.org/10.32604/cmc.2025.063803","title":"A Narrative Review of Artificial Intelligence in Medical Diagnostics","display_name":"A Narrative Review of Artificial Intelligence in Medical Diagnostics","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409849112","doi":"https://doi.org/10.32604/cmc.2025.063803"},"language":"en","primary_location":{"id":"doi:10.32604/cmc.2025.063803","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.063803","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.32604/cmc.2025.063803","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043968090","display_name":"Takanobu Hirosawa","orcid":"https://orcid.org/0000-0002-3573-8203"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Takanobu Hirosawa","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5012449169","display_name":"Taro Shimizu","orcid":"https://orcid.org/0000-0002-3788-487X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Taro Shimizu","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5043968090"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1885,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.82293615,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"83","issue":"3","first_page":"3919","last_page":"3944"},"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":0.6351000070571899,"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":0.6351000070571899,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.5400999784469604,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/narrative","display_name":"Narrative","score":0.6325220465660095},{"id":"https://openalex.org/keywords/narrative-review","display_name":"Narrative review","score":0.44798120856285095},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3686123192310333},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35416513681411743},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.34913522005081177},{"id":"https://openalex.org/keywords/cognitive-science","display_name":"Cognitive science","score":0.3396325409412384},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.13654136657714844},{"id":"https://openalex.org/keywords/literature","display_name":"Literature","score":0.09201449155807495},{"id":"https://openalex.org/keywords/psychotherapist","display_name":"Psychotherapist","score":0.08684840798377991}],"concepts":[{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.6325220465660095},{"id":"https://openalex.org/C3020000205","wikidata":"https://www.wikidata.org/wiki/Q2412849","display_name":"Narrative review","level":2,"score":0.44798120856285095},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3686123192310333},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35416513681411743},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.34913522005081177},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.3396325409412384},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.13654136657714844},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.09201449155807495},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.08684840798377991}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.32604/cmc.2025.063803","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.063803","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.32604/cmc.2025.063803","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.063803","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":85,"referenced_works":["https://openalex.org/W1976805592","https://openalex.org/W2029957791","https://openalex.org/W2058924226","https://openalex.org/W2073924861","https://openalex.org/W2148512105","https://openalex.org/W2158842434","https://openalex.org/W2164095252","https://openalex.org/W2168490582","https://openalex.org/W2226201345","https://openalex.org/W2513408092","https://openalex.org/W2587937998","https://openalex.org/W2752517284","https://openalex.org/W2772723798","https://openalex.org/W2862995356","https://openalex.org/W2913450030","https://openalex.org/W2915292867","https://openalex.org/W2919759422","https://openalex.org/W2929028679","https://openalex.org/W2967990436","https://openalex.org/W2973683152","https://openalex.org/W2990290777","https://openalex.org/W3003189162","https://openalex.org/W3004612364","https://openalex.org/W3010513548","https://openalex.org/W3016391357","https://openalex.org/W3017131514","https://openalex.org/W3023997891","https://openalex.org/W3031941587","https://openalex.org/W3035242827","https://openalex.org/W3035901421","https://openalex.org/W3038025196","https://openalex.org/W3044957499","https://openalex.org/W3102912921","https://openalex.org/W3109650690","https://openalex.org/W3134687420","https://openalex.org/W3162395326","https://openalex.org/W3166943242","https://openalex.org/W3168997536","https://openalex.org/W3202293436","https://openalex.org/W3204921442","https://openalex.org/W3213120545","https://openalex.org/W3214024265","https://openalex.org/W4211152981","https://openalex.org/W4212958938","https://openalex.org/W4223974852","https://openalex.org/W4280520845","https://openalex.org/W4282935413","https://openalex.org/W4295951577","https://openalex.org/W4297965481","https://openalex.org/W4300817322","https://openalex.org/W4306248755","https://openalex.org/W4308806761","https://openalex.org/W4312163567","https://openalex.org/W4312825692","https://openalex.org/W4320490466","https://openalex.org/W4323030608","https://openalex.org/W4361298490","https://openalex.org/W4366462861","https://openalex.org/W4367310912","https://openalex.org/W4382393818","https://openalex.org/W4382462566","https://openalex.org/W4382562052","https://openalex.org/W4386637335","https://openalex.org/W4386958277","https://openalex.org/W4386996094","https://openalex.org/W4387026748","https://openalex.org/W4387296910","https://openalex.org/W4387500346","https://openalex.org/W4390970405","https://openalex.org/W4391432064","https://openalex.org/W4391432212","https://openalex.org/W4391472663","https://openalex.org/W4391749765","https://openalex.org/W4391849646","https://openalex.org/W4391855109","https://openalex.org/W4391974599","https://openalex.org/W4393336357","https://openalex.org/W4394764571","https://openalex.org/W4394892516","https://openalex.org/W4395961747","https://openalex.org/W4400653428","https://openalex.org/W4401854301","https://openalex.org/W4404470920","https://openalex.org/W4404510240","https://openalex.org/W4404534210"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2348886128","https://openalex.org/W2388067091","https://openalex.org/W2367656648","https://openalex.org/W2350200549","https://openalex.org/W2362132076","https://openalex.org/W2965396777","https://openalex.org/W2389168924","https://openalex.org/W2067294484"],"abstract_inverted_index":{"Artificial":[0],"Intelligence":[1],"(AI)":[2],"is":[3,115],"fundamentally":[4],"transforming":[5],"medical":[6,38,148,273],"diagnostics,":[7,274],"driving":[8],"advancements":[9,203],"that":[10],"enhance":[11],"accuracy,":[12],"efficiency,":[13],"and":[14,49,73,79,90,96,106,123,138,153,175,184,186,190,201,222,231,255,279],"personalized":[15],"patient":[16,69],"care.":[17],"This":[18,261],"narrative":[19,262],"review":[20,263],"explores":[21],"AI":[22,162,205,210,235,245],"integration":[23],"across":[24],"various":[25],"diagnostic":[26,227,253],"domains,":[27],"emphasizing":[28],"its":[29,242,284],"role":[30,267],"in":[31,113,119,131,204,211,216,251,268],"improving":[32,256],"clinical":[33,83],"decision-making.":[34],"The":[35,207],"evolution":[36],"of":[37,188,209,234,272],"diagnostics":[39,51,60,114,164,212],"from":[40],"traditional":[41],"observational":[42],"methods":[43],"to":[44,100,145,157,172,225,239,282],"sophisticated":[45],"imaging,":[46],"laboratory":[47],"tests,":[48],"molecular":[50],"lays":[52],"the":[53,270],"foundation":[54],"for":[55,276],"understanding":[56],"AI\u2019s":[57,111,143,265],"impact.":[58],"Modern":[59],"are":[61],"inherently":[62],"complex,":[63],"influenced":[64],"by":[65],"multifactorial":[66],"disease":[67,125],"presentations,":[68],"variability,":[70],"cognitive":[71],"biases,":[72],"systemic":[74],"factors":[75],"like":[76],"data":[77,173,220],"overload":[78],"interdisciplinary":[80],"collaboration.":[81],"AI-enhanced":[82],"decision":[84],"support":[85],"systems":[86],"utilize":[87],"both":[88],"knowledge-based":[89],"non-knowledge-based":[91],"approaches,":[92],"employing":[93],"machine":[94],"learning":[95,98],"deep":[97],"algorithms":[99],"analyze":[101],"vast":[102],"datasets,":[103],"identify":[104],"patterns,":[105],"generate":[107],"accurate":[108],"differential":[109],"diagnoses.":[110],"potential":[112],"demonstrated":[116],"through":[117],"applications":[118,141],"genomics,":[120],"predictive":[121],"analytics,":[122],"early":[124,151],"detection,":[126],"with":[127],"successful":[128],"case":[129],"studies":[130],"oncology,":[132],"radiology,":[133],"pathology,":[134],"ophthalmology,":[135],"dermatology,":[136],"gastroenterology,":[137],"psychiatry.":[139],"These":[140],"demonstrate":[142],"ability":[144],"process":[146],"complex":[147],"data,":[149],"facilitate":[150],"intervention,":[152],"extend":[154],"specialized":[155],"care":[156,259],"underserved":[158],"populations.":[159],"However,":[160],"integrating":[161],"into":[163],"faces":[165],"significant":[166],"limitations,":[167],"including":[168],"technical":[169],"challenges":[170,194],"related":[171],"quality":[174],"system":[176],"integration,":[177,221],"regulatory":[178,197],"hurdles,":[179],"ethical":[180,199,232],"concerns":[181],"about":[182],"transparency":[183],"bias,":[185],"risks":[187],"misinformation":[189],"overreliance.":[191],"Addressing":[192],"these":[193],"requires":[195],"robust":[196],"frameworks,":[198],"guidelines,":[200],"continuous":[202],"technology.":[206],"future":[208,271],"promises":[213],"further":[214],"innovations":[215],"multimodal":[217],"AI,":[218],"genomic":[219],"expanding":[223],"access":[224],"high-quality":[226],"services":[228],"globally.":[229],"Responsible":[230],"implementation":[233],"will":[236],"be":[237],"crucial":[238],"fully":[240],"realize":[241],"potential,":[243],"ensuring":[244],"serves":[246],"as":[247],"a":[248],"powerful":[249],"ally":[250],"achieving":[252],"excellence":[254],"global":[257],"health":[258],"outcomes.":[260],"emphasizes":[264],"pivotal":[266],"shaping":[269],"advocating":[275],"sustained":[277],"investment":[278],"collaborative":[280],"efforts":[281],"harness":[283],"benefits":[285],"effectively.":[286]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}