{"id":"https://openalex.org/W4200483010","doi":"https://doi.org/10.1109/bibe52308.2021.9635307","title":"The Use of Artificial Intelligence in Diagnostic Medical Imaging: Systematic Literature Review","display_name":"The Use of Artificial Intelligence in Diagnostic Medical Imaging: Systematic Literature Review","publication_year":2021,"publication_date":"2021-10-25","ids":{"openalex":"https://openalex.org/W4200483010","doi":"https://doi.org/10.1109/bibe52308.2021.9635307"},"language":"en","primary_location":{"id":"doi:10.1109/bibe52308.2021.9635307","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibe52308.2021.9635307","pdf_url":null,"source":{"id":"https://openalex.org/S4363608533","display_name":"2021 IEEE 21st International Conference on Bioinformatics and Bioengineering (BIBE)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 21st International Conference on Bioinformatics and Bioengineering (BIBE)","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/A5003534131","display_name":"Lamija Hafizovic","orcid":null},"institutions":[{"id":"https://openalex.org/I51716468","display_name":"International Burch University","ror":"https://ror.org/040cm8d21","country_code":"BA","type":"education","lineage":["https://openalex.org/I51716468"]}],"countries":["BA"],"is_corresponding":false,"raw_author_name":"Lamija Hafizovic","raw_affiliation_strings":["International Burch University, Sarajevo, Bosnia and Herzegovina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Burch University, Sarajevo, Bosnia and Herzegovina","institution_ids":["https://openalex.org/I51716468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016963499","display_name":"Aldijana \u010cau\u0161evi\u0107","orcid":"https://orcid.org/0000-0002-0539-6505"},"institutions":[{"id":"https://openalex.org/I51716468","display_name":"International Burch University","ror":"https://ror.org/040cm8d21","country_code":"BA","type":"education","lineage":["https://openalex.org/I51716468"]}],"countries":["BA"],"is_corresponding":false,"raw_author_name":"Aldijana Causevic","raw_affiliation_strings":["International Burch University, Sarajevo, Bosnia and Herzegovina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Burch University, Sarajevo, Bosnia and Herzegovina","institution_ids":["https://openalex.org/I51716468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087817959","display_name":"Amar Deumi\u0107","orcid":"https://orcid.org/0000-0003-4723-1458"},"institutions":[{"id":"https://openalex.org/I4210117113","display_name":"Verlab (Bosnia and Herzegovina)","ror":"https://ror.org/025jqxp42","country_code":"BA","type":"company","lineage":["https://openalex.org/I4210117113"]},{"id":"https://openalex.org/I51716468","display_name":"International Burch University","ror":"https://ror.org/040cm8d21","country_code":"BA","type":"education","lineage":["https://openalex.org/I51716468"]}],"countries":["BA"],"is_corresponding":false,"raw_author_name":"Amar Deumic","raw_affiliation_strings":["Verlab Ltd Sarajevo, International Burch University, Sarajevo, Bosnia and Herzegovina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Verlab Ltd Sarajevo, International Burch University, Sarajevo, Bosnia and Herzegovina","institution_ids":["https://openalex.org/I51716468","https://openalex.org/I4210117113"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008018025","display_name":"Lemana Spahi\u0107","orcid":"https://orcid.org/0000-0002-0922-6335"},"institutions":[{"id":"https://openalex.org/I51716468","display_name":"International Burch University","ror":"https://ror.org/040cm8d21","country_code":"BA","type":"education","lineage":["https://openalex.org/I51716468"]}],"countries":["BA"],"is_corresponding":false,"raw_author_name":"Lemana Spahic Becirovic","raw_affiliation_strings":["International Burch University, Sarajevo, Bosnia and Herzegovina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Burch University, Sarajevo, Bosnia and Herzegovina","institution_ids":["https://openalex.org/I51716468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006045114","display_name":"Lejla Gurbeta Pokvi\u0107","orcid":"https://orcid.org/0000-0002-4986-6142"},"institutions":[{"id":"https://openalex.org/I4210117113","display_name":"Verlab (Bosnia and Herzegovina)","ror":"https://ror.org/025jqxp42","country_code":"BA","type":"company","lineage":["https://openalex.org/I4210117113"]},{"id":"https://openalex.org/I51716468","display_name":"International Burch University","ror":"https://ror.org/040cm8d21","country_code":"BA","type":"education","lineage":["https://openalex.org/I51716468"]}],"countries":["BA"],"is_corresponding":false,"raw_author_name":"Lejla Gurbeta Pokvic","raw_affiliation_strings":["Verlab Ltd Sarajevo, International Burch University, Sarajevo, Bosnia and Herzegovina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Verlab Ltd Sarajevo, International Burch University, Sarajevo, Bosnia and Herzegovina","institution_ids":["https://openalex.org/I51716468","https://openalex.org/I4210117113"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082472767","display_name":"Almir Badnjevi\u0107","orcid":"https://orcid.org/0000-0003-1265-1292"},"institutions":[{"id":"https://openalex.org/I4210117113","display_name":"Verlab (Bosnia and Herzegovina)","ror":"https://ror.org/025jqxp42","country_code":"BA","type":"company","lineage":["https://openalex.org/I4210117113"]}],"countries":["BA"],"is_corresponding":false,"raw_author_name":"Almir Badnjevic","raw_affiliation_strings":["Faculty of Pharmacy Sarajevo, Verlab Ltd Sarajevo,Sarajevo,Bosnia and Herzegovina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Pharmacy Sarajevo, Verlab Ltd Sarajevo,Sarajevo,Bosnia and Herzegovina","institution_ids":["https://openalex.org/I4210117113"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.1138,"has_fulltext":false,"cited_by_count":42,"citation_normalized_percentile":{"value":0.97058824,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"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":0.996999979019165,"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":0.996999979019165,"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/T12386","display_name":"Advanced X-ray and CT Imaging","score":0.984000027179718,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13690","display_name":"Quality and Safety in Healthcare","score":0.9708999991416931,"subfield":{"id":"https://openalex.org/subfields/3607","display_name":"Medical Laboratory Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/standardization","display_name":"Standardization","score":0.6237921118736267},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.5869966745376587},{"id":"https://openalex.org/keywords/credibility","display_name":"Credibility","score":0.5862256288528442},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5625334978103638},{"id":"https://openalex.org/keywords/inclusion","display_name":"Inclusion (mineral)","score":0.560683012008667},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5138307213783264},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4565839171409607},{"id":"https://openalex.org/keywords/interpretation","display_name":"Interpretation (philosophy)","score":0.4492371380329132},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.4462658762931824},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.44445478916168213},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.42201071977615356},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.24328306317329407},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.08534184098243713}],"concepts":[{"id":"https://openalex.org/C188087704","wikidata":"https://www.wikidata.org/wiki/Q369577","display_name":"Standardization","level":2,"score":0.6237921118736267},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.5869966745376587},{"id":"https://openalex.org/C2780224610","wikidata":"https://www.wikidata.org/wiki/Q1530061","display_name":"Credibility","level":2,"score":0.5862256288528442},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5625334978103638},{"id":"https://openalex.org/C109359841","wikidata":"https://www.wikidata.org/wiki/Q728944","display_name":"Inclusion (mineral)","level":2,"score":0.560683012008667},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5138307213783264},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4565839171409607},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.4492371380329132},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.4462658762931824},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.44445478916168213},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.42201071977615356},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.24328306317329407},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.08534184098243713},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibe52308.2021.9635307","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibe52308.2021.9635307","pdf_url":null,"source":{"id":"https://openalex.org/S4363608533","display_name":"2021 IEEE 21st International Conference on Bioinformatics and Bioengineering (BIBE)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 21st International Conference on Bioinformatics and Bioengineering (BIBE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.550000011920929}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W2299264726","https://openalex.org/W2512706775","https://openalex.org/W2768491633","https://openalex.org/W2803212018","https://openalex.org/W2808232423","https://openalex.org/W2886172374","https://openalex.org/W2896557062","https://openalex.org/W2898197178","https://openalex.org/W2899856450","https://openalex.org/W2913386487","https://openalex.org/W2924927402","https://openalex.org/W2925224888","https://openalex.org/W2948864380","https://openalex.org/W2951439703","https://openalex.org/W2952817546","https://openalex.org/W2955708664","https://openalex.org/W2956088859","https://openalex.org/W2962110689","https://openalex.org/W2969066554","https://openalex.org/W2972534590","https://openalex.org/W2981796369","https://openalex.org/W2991229128","https://openalex.org/W3007566359","https://openalex.org/W3020285846","https://openalex.org/W3022543352","https://openalex.org/W3082801331","https://openalex.org/W3089168916","https://openalex.org/W3092106208","https://openalex.org/W3098864482","https://openalex.org/W3101450390","https://openalex.org/W3115784662","https://openalex.org/W3120864196","https://openalex.org/W3122404219","https://openalex.org/W3127942130","https://openalex.org/W3137153094","https://openalex.org/W3144543375","https://openalex.org/W3163368963","https://openalex.org/W3201129114","https://openalex.org/W4245416304","https://openalex.org/W4299495555","https://openalex.org/W6756124746"],"related_works":["https://openalex.org/W2388687352","https://openalex.org/W2378767206","https://openalex.org/W1540871478","https://openalex.org/W328308450","https://openalex.org/W282641168","https://openalex.org/W2376963063","https://openalex.org/W2066396794","https://openalex.org/W2370187191","https://openalex.org/W2366734808","https://openalex.org/W2002476357"],"abstract_inverted_index":{"Diagnostic":[0],"medical":[1,16,37,221],"imaging":[2,8,81],"and":[3,28,61,96,108,126,157,164,184,196,211],"the":[4,7,15,19,58,70,77,113,127,137,142,146,181,188,194,197,202,224],"interpretation":[5,35],"of":[6,34,36,49,80,169,172,175,180,193],"results":[9,82],"pose":[10],"a":[11,54,213],"great":[12,214],"challenge":[13,67],"for":[14,32,76,93],"profession":[17],"as":[18],"final":[20],"conclusions":[21],"are":[22],"highly":[23],"susceptible":[24],"to":[25,42,123,133,216],"human":[26,59],"error":[27],"subjectivity.":[29],"The":[30,46,152,190],"necessity":[31],"standardization":[33],"images":[38],"is":[39,52,68,208],"very":[40],"necessary":[41],"bypass":[43],"these":[44],"problems.":[45],"only":[47,136,141],"way":[48],"achieving":[50],"this":[51,170,206],"using":[53,105],"methodology":[55],"which":[56],"excludes":[57],"eye":[60],"employs":[62],"artificial":[63],"intelligence.":[64],"However,":[65],"another":[66],"selecting":[69],"most":[71,128,138],"suitable":[72],"AI":[73],"algorithm":[74],"fit":[75],"challenging":[78],"task":[79],"interpretation.":[83],"This":[84],"study":[85],"was":[86,103],"conducted":[87],"following":[88],"PRISMA":[89],"(Preferred":[90],"Reporting":[91],"Items":[92],"Systematic":[94],"Reviews":[95],"Meta-Analyses)":[97],"guidelines":[98],"published":[99,144],"in":[100,145,187,201,219,223],"2020.":[101],"Research":[102],"done":[104],"PubMed,":[106,155],"ScienceDirect":[107,156],"Google":[109,158],"Scholar":[110,159],"databases":[111],"where":[112],"key":[114],"inclusion":[115,182],"criteria":[116,183],"were":[117,150,185],"language,":[118],"journal":[119],"credibility,":[120],"open":[121],"access":[122],"full-text":[124],"publications":[125],"recent":[129,139],"papers.":[130],"In":[131],"order":[132],"focus":[134],"on":[135],"research,":[140],"papers":[143,166],"last":[147],"5":[148],"years":[149],"evaluated.":[151],"search":[153],"through":[154],"has":[160,212],"yielded":[161],"81,":[162],"205,":[163],"520":[165],"respectively.":[167],"Out":[168],"number":[171],"papers,":[173],"26":[174],"them":[176],"have":[177],"met":[178],"all":[179],"included":[186],"research.":[189],"observed":[191],"accuracies":[192],"models":[195],"overall":[198],"rising":[199],"interest":[200],"topic":[203],"denote":[204],"that":[205],"field":[207],"rapidly":[209],"growing":[210],"potential":[215],"be":[217],"applied":[218],"daily":[220],"practice":[222],"future.":[225]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":9}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
