{"id":"https://openalex.org/W4200121103","doi":"https://doi.org/10.1109/jbhi.2021.3135838","title":"Review of Artificial Intelligence Techniques in Chronic Obstructive Lung Disease","display_name":"Review of Artificial Intelligence Techniques in Chronic Obstructive Lung Disease","publication_year":2021,"publication_date":"2021-12-16","ids":{"openalex":"https://openalex.org/W4200121103","doi":"https://doi.org/10.1109/jbhi.2021.3135838","pmid":"https://pubmed.ncbi.nlm.nih.gov/34914601"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2021.3135838","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2021.3135838","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Konstantinos Exarchos","orcid":"https://orcid.org/0000-0002-4754-7623"},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Konstantinos Exarchos","raw_affiliation_strings":["Respiratory Medicine Department, School of Medicine, University of Ioannina, Ioannina, Greece"],"raw_orcid":"https://orcid.org/0000-0002-4754-7623","affiliations":[{"raw_affiliation_string":"Respiratory Medicine Department, School of Medicine, University of Ioannina, Ioannina, Greece","institution_ids":["https://openalex.org/I194019607"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Agapi Aggelopoulou","orcid":null},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Agapi Aggelopoulou","raw_affiliation_strings":["Respiratory Medicine Department, School of Medicine, University of Ioannina, Ioannina, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Respiratory Medicine Department, School of Medicine, University of Ioannina, Ioannina, Greece","institution_ids":["https://openalex.org/I194019607"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Aikaterini Oikonomou","orcid":null},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Aikaterini Oikonomou","raw_affiliation_strings":["Respiratory Medicine Department, School of Medicine, University of Ioannina, Ioannina, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Respiratory Medicine Department, School of Medicine, University of Ioannina, Ioannina, Greece","institution_ids":["https://openalex.org/I194019607"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Theodora Biniskou","orcid":null},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Theodora Biniskou","raw_affiliation_strings":["Respiratory Medicine Department, School of Medicine, University of Ioannina, Ioannina, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Respiratory Medicine Department, School of Medicine, University of Ioannina, Ioannina, Greece","institution_ids":["https://openalex.org/I194019607"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Vasiliki Beli","orcid":null},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Vasiliki Beli","raw_affiliation_strings":["Respiratory Medicine Department, School of Medicine, University of Ioannina, Ioannina, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Respiratory Medicine Department, School of Medicine, University of Ioannina, Ioannina, Greece","institution_ids":["https://openalex.org/I194019607"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Eirini Antoniadou","orcid":null},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Eirini Antoniadou","raw_affiliation_strings":["Respiratory Medicine Department, School of Medicine, University of Ioannina, Ioannina, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Respiratory Medicine Department, School of Medicine, University of Ioannina, Ioannina, Greece","institution_ids":["https://openalex.org/I194019607"]}]},{"author_position":"last","author":{"id":null,"display_name":"Konstantinos Kostikas","orcid":null},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Konstantinos Kostikas","raw_affiliation_strings":["Respiratory Medicine Department, School of Medicine, University of Ioannina, Ioannina, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Respiratory Medicine Department, School of Medicine, University of Ioannina, Ioannina, Greece","institution_ids":["https://openalex.org/I194019607"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.7912,"has_fulltext":false,"cited_by_count":44,"citation_normalized_percentile":{"value":0.94459872,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"26","issue":"5","first_page":"2331","last_page":"2338"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10143","display_name":"Chronic Obstructive Pulmonary Disease (COPD) Research","score":0.6955000162124634,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T10143","display_name":"Chronic Obstructive Pulmonary Disease (COPD) Research","score":0.6955000162124634,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T12419","display_name":"Phonocardiography and Auscultation Techniques","score":0.03959999978542328,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T12418","display_name":"Respiratory and Cough-Related Research","score":0.020500000566244125,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/copd","display_name":"COPD","score":0.7732999920845032},{"id":"https://openalex.org/keywords/pulmonary-disease","display_name":"Pulmonary disease","score":0.6650999784469604},{"id":"https://openalex.org/keywords/obstructive-lung-disease","display_name":"Obstructive lung disease","score":0.4749999940395355},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.4025000035762787},{"id":"https://openalex.org/keywords/applications-of-artificial-intelligence","display_name":"Applications of artificial intelligence","score":0.37940001487731934},{"id":"https://openalex.org/keywords/lung-disease","display_name":"Lung disease","score":0.3467000126838684}],"concepts":[{"id":"https://openalex.org/C2776780178","wikidata":"https://www.wikidata.org/wiki/Q199804","display_name":"COPD","level":2,"score":0.7732999920845032},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6747000217437744},{"id":"https://openalex.org/C2992779976","wikidata":"https://www.wikidata.org/wiki/Q3286546","display_name":"Pulmonary disease","level":2,"score":0.6650999784469604},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.48100000619888306},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47999998927116394},{"id":"https://openalex.org/C2777104659","wikidata":"https://www.wikidata.org/wiki/Q3508797","display_name":"Obstructive lung disease","level":3,"score":0.4749999940395355},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.439300000667572},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4025000035762787},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.37940001487731934},{"id":"https://openalex.org/C2983914783","wikidata":"https://www.wikidata.org/wiki/Q3286546","display_name":"Lung disease","level":3,"score":0.3467000126838684},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.33340001106262207},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.31859999895095825},{"id":"https://openalex.org/C2777714996","wikidata":"https://www.wikidata.org/wiki/Q7886","display_name":"Lung","level":2,"score":0.2759999930858612},{"id":"https://openalex.org/C117896860","wikidata":"https://www.wikidata.org/wiki/Q11376","display_name":"Acceleration","level":2,"score":0.27140000462532043},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2567000091075897},{"id":"https://openalex.org/C2776178081","wikidata":"https://www.wikidata.org/wiki/Q3286546","display_name":"Respiratory disease","level":3,"score":0.2538999915122986}],"mesh":[{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D029424","descriptor_name":"Pulmonary Disease, Chronic Obstructive","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D029424","descriptor_name":"Pulmonary Disease, Chronic Obstructive","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D029424","descriptor_name":"Pulmonary Disease, Chronic Obstructive","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2021.3135838","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2021.3135838","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:34914601","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34914601","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":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W2086624992","https://openalex.org/W2111547563","https://openalex.org/W2163323551","https://openalex.org/W2187046101","https://openalex.org/W2401520370","https://openalex.org/W2413587400","https://openalex.org/W2565113203","https://openalex.org/W2576160625","https://openalex.org/W2581082771","https://openalex.org/W2582091297","https://openalex.org/W2593440937","https://openalex.org/W2614578299","https://openalex.org/W2664267452","https://openalex.org/W2727408704","https://openalex.org/W2747821050","https://openalex.org/W2754103191","https://openalex.org/W2770001088","https://openalex.org/W2885871769","https://openalex.org/W2886281300","https://openalex.org/W2896970169","https://openalex.org/W2913204420","https://openalex.org/W2913601191","https://openalex.org/W2932730561","https://openalex.org/W2940487144","https://openalex.org/W2944450781","https://openalex.org/W2964770898","https://openalex.org/W2980757201","https://openalex.org/W2981015395","https://openalex.org/W2988953013","https://openalex.org/W2994612161","https://openalex.org/W2995684765","https://openalex.org/W2996287395","https://openalex.org/W3008218702","https://openalex.org/W3009715377","https://openalex.org/W3014471898","https://openalex.org/W3017504127","https://openalex.org/W3022341094","https://openalex.org/W3030790048","https://openalex.org/W3080515170","https://openalex.org/W3206214356"],"related_works":[],"abstract_inverted_index":{"BACKGROUND:":[0],"Artificial":[1],"Intelligence":[2],"(AI)":[3],"has":[4],"proven":[5],"to":[6,53,67,95,101],"be":[7],"an":[8,40,137],"invaluable":[9],"asset":[10],"in":[11,59,136,160,164,179],"the":[12,55,84,102,165,171],"healthcare":[13],"domain,":[14],"where":[15],"massive":[16,172],"amounts":[17],"of":[18,48,57,83,104,144,154,168,174,185],"data":[19,178],"are":[20],"produced.":[21],"Chronic":[22],"Obstructive":[23],"Pulmonary":[24],"Disease":[25],"(COPD)":[26],"is":[27,52],"a":[28,81,142],"heterogeneous":[29],"chronic":[30],"condition":[31],"with":[32,70],"multiscale":[33],"manifestations":[34],"and":[35,62,75,88,90,113,133,146,176,187],"complex":[36,177],"interactions":[37],"that":[38],"represents":[39],"ideal":[41],"target":[42],"for":[43,182],"AI.":[44],"OBJECTIVE:":[45],"The":[46,108],"aim":[47],"this":[49,105],"review":[50,82],"article":[51],"appraise":[54],"adoption":[56,184],"AI":[58,158,186],"COPD":[60,161,180],"research,":[61,162],"more":[63,188],"specifically":[64],"its":[65],"applications":[66],"date":[68],"along":[69],"reported":[71],"results,":[72],"potential":[73],"challenges":[74],"future":[76],"prospects.":[77],"METHODS:":[78],"We":[79,150],"performed":[80],"literature":[85],"from":[86],"PubMed":[87],"DBLP":[89],"assembled":[91],"studies":[92],"published":[93],"up":[94],"2020,":[96],"yielding":[97],"156":[98],"articles":[99,110],"relevant":[100],"scope":[103],"review.":[106],"RESULTS:":[107],"resulting":[109],"were":[111],"assessed":[112],"organized":[114],"into":[115],"four":[116],"basic":[117],"contextual":[118],"categories,":[119],"namely:":[120],"i)":[121],"'COPD":[122,125,131],"diagnosis',":[123],"ii)":[124],"prognosis',":[126],"iii)":[127],"'Patient":[128],"classification',":[129],"iv)":[130],"management',":[132],"subsequently":[134],"presented":[135],"orderly":[138],"manner":[139],"based":[140],"on":[141],"set":[143],"qualitative":[145],"quantitative":[147],"criteria.":[148],"CONCLUSIONS:":[149],"observed":[151],"considerable":[152],"acceleration":[153],"research":[155],"activity":[156],"utilizing":[157],"techniques":[159],"especially":[163],"last":[166],"couple":[167],"years,":[169],"nevertheless,":[170],"production":[173],"large":[175],"calls":[181],"broader":[183],"advanced":[189],"techniques.":[190]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2021-12-31T00:00:00"}
