{"id":"https://openalex.org/W4408669886","doi":"https://doi.org/10.3390/sym17030469","title":"AI-Driven Technology in Heart Failure Detection and Diagnosis: A Review of the Advancement in Personalized Healthcare","display_name":"AI-Driven Technology in Heart Failure Detection and Diagnosis: A Review of the Advancement in Personalized Healthcare","publication_year":2025,"publication_date":"2025-03-20","ids":{"openalex":"https://openalex.org/W4408669886","doi":"https://doi.org/10.3390/sym17030469"},"language":"en","primary_location":{"id":"doi:10.3390/sym17030469","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym17030469","pdf_url":"https://www.mdpi.com/2073-8994/17/3/469/pdf?version=1742521077","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-8994/17/3/469/pdf?version=1742521077","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116721093","display_name":"Ikteder Akhand Udoy","orcid":null},"institutions":[{"id":"https://openalex.org/I120156002","display_name":"Boise State University","ror":"https://ror.org/02e3zdp86","country_code":"US","type":"education","lineage":["https://openalex.org/I120156002"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ikteder Akhand Udoy","raw_affiliation_strings":["Department of Computing, Boise State University, Boise, ID 83725, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computing, Boise State University, Boise, ID 83725, USA","institution_ids":["https://openalex.org/I120156002"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054930785","display_name":"Omiya Hassan","orcid":"https://orcid.org/0000-0002-1080-3398"},"institutions":[{"id":"https://openalex.org/I120156002","display_name":"Boise State University","ror":"https://ror.org/02e3zdp86","country_code":"US","type":"education","lineage":["https://openalex.org/I120156002"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Omiya Hassan","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Boise State University, Boise, ID 83725, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Boise State University, Boise, ID 83725, USA","institution_ids":["https://openalex.org/I120156002"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5054930785"],"corresponding_institution_ids":["https://openalex.org/I120156002"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2165},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2165},"fwci":46.6713,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.99703979,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"17","issue":"3","first_page":"469","last_page":"469"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9939000010490417,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9861000180244446,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/health-care","display_name":"Health care","score":0.5757713317871094},{"id":"https://openalex.org/keywords/personalized-medicine","display_name":"Personalized medicine","score":0.5050035119056702},{"id":"https://openalex.org/keywords/heart-failure","display_name":"Heart failure","score":0.47952914237976074},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44373977184295654},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.37222927808761597},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.325001060962677},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.20452538132667542},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.13027817010879517},{"id":"https://openalex.org/keywords/bioinformatics","display_name":"Bioinformatics","score":0.12140488624572754},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.07376483082771301}],"concepts":[{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5757713317871094},{"id":"https://openalex.org/C32220436","wikidata":"https://www.wikidata.org/wiki/Q2072214","display_name":"Personalized medicine","level":2,"score":0.5050035119056702},{"id":"https://openalex.org/C2778198053","wikidata":"https://www.wikidata.org/wiki/Q181754","display_name":"Heart failure","level":2,"score":0.47952914237976074},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44373977184295654},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.37222927808761597},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.325001060962677},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.20452538132667542},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.13027817010879517},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.12140488624572754},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.07376483082771301},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3390/sym17030469","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym17030469","pdf_url":"https://www.mdpi.com/2073-8994/17/3/469/pdf?version=1742521077","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3390/sym17030469","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym17030469","pdf_url":"https://www.mdpi.com/2073-8994/17/3/469/pdf?version=1742521077","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4408669886.pdf"},"referenced_works_count":79,"referenced_works":["https://openalex.org/W55330310","https://openalex.org/W1901129140","https://openalex.org/W1994682257","https://openalex.org/W2001984572","https://openalex.org/W2067363591","https://openalex.org/W2105532088","https://openalex.org/W2107876318","https://openalex.org/W2108598243","https://openalex.org/W2148092884","https://openalex.org/W2152865365","https://openalex.org/W2155018999","https://openalex.org/W2162204411","https://openalex.org/W2543016513","https://openalex.org/W2582546187","https://openalex.org/W2585605401","https://openalex.org/W2611650229","https://openalex.org/W2617110182","https://openalex.org/W2763468619","https://openalex.org/W2784168210","https://openalex.org/W2795587190","https://openalex.org/W2894128844","https://openalex.org/W2897320536","https://openalex.org/W2906950933","https://openalex.org/W2911964244","https://openalex.org/W2918805195","https://openalex.org/W2932764979","https://openalex.org/W2934466128","https://openalex.org/W2954234616","https://openalex.org/W2965970765","https://openalex.org/W2970126633","https://openalex.org/W2978869495","https://openalex.org/W2982580298","https://openalex.org/W3001215021","https://openalex.org/W3004530661","https://openalex.org/W3005061930","https://openalex.org/W3010196943","https://openalex.org/W3013692475","https://openalex.org/W3020924749","https://openalex.org/W3033511014","https://openalex.org/W3033523981","https://openalex.org/W3033926838","https://openalex.org/W3042530487","https://openalex.org/W3082907926","https://openalex.org/W3085682112","https://openalex.org/W3101156210","https://openalex.org/W3102927640","https://openalex.org/W3118652086","https://openalex.org/W3132346797","https://openalex.org/W3138815386","https://openalex.org/W3174416962","https://openalex.org/W3194730353","https://openalex.org/W3200107423","https://openalex.org/W4200225079","https://openalex.org/W4200452024","https://openalex.org/W4210937888","https://openalex.org/W4214717370","https://openalex.org/W4280577524","https://openalex.org/W4313326426","https://openalex.org/W4315433391","https://openalex.org/W4323362422","https://openalex.org/W4362703664","https://openalex.org/W4376602921","https://openalex.org/W4385210361","https://openalex.org/W4385621934","https://openalex.org/W4385700958","https://openalex.org/W4387331091","https://openalex.org/W4388022950","https://openalex.org/W4389221690","https://openalex.org/W4392241132","https://openalex.org/W4396570916","https://openalex.org/W4399671233","https://openalex.org/W4400984215","https://openalex.org/W4403673898","https://openalex.org/W4404137074","https://openalex.org/W4407586816","https://openalex.org/W6760944162","https://openalex.org/W6782823053","https://openalex.org/W6855955125","https://openalex.org/W6856374504"],"related_works":["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","https://openalex.org/W1489783725"],"abstract_inverted_index":{"Artificial":[0],"intelligence":[1],"(AI)":[2],"is":[3],"playing":[4],"a":[5],"dominant":[6],"role":[7],"in":[8,134,170,193],"advancing":[9],"heart":[10],"failure":[11],"detection":[12,119,172],"and":[13,28,49,55,84,103,120,132,146,160,173,185,205,219],"diagnosis,":[14],"significantly":[15],"furthering":[16],"personalized":[17],"healthcare.":[18],"This":[19],"review":[20,125,190],"synthesizes":[21],"AI-driven":[22],"innovations":[23],"by":[24],"examining":[25],"methodologies,":[26],"applications,":[27,196],"outcomes.":[29,187],"We":[30],"investigate":[31],"the":[32,110,128,155],"integration":[33],"of":[34,112,130],"machine":[35],"learning":[36,53,167],"algorithms,":[37],"diverse":[38],"datasets":[39],"including":[40,213],"electronic":[41],"health":[42],"records":[43],"(EHRs),":[44],"medical":[45],"records,":[46],"imaging":[47],"data,":[48],"clinical":[50,121,162,225],"notes,":[51],"deep":[52,166],"models,":[54,216],"neural":[56],"networks":[57],"to":[58,96,116,157,223],"enhance":[59],"diagnostic":[60,91,183],"accuracy.":[61],"Key":[62],"advancements":[63],"include":[64],"prediction":[65],"models":[66,153],"that":[67,138],"leverage":[68],"real-time":[69],"data":[70,81,199],"from":[71,82,94],"wearable":[72],"devices":[73],"alongside":[74],"state-of-the-art":[75],"AI":[76,114,195,221],"systems":[77,115],"trained":[78],"on":[79,182],"patient":[80,186],"hospitals":[83],"clinics.":[85],"Notably,":[86],"recent":[87],"studies":[88],"have":[89],"reported":[90],"accuracies":[92],"ranging":[93],"86.7%":[95],"as":[97,99,198],"high":[98],"99.9%,":[100],"with":[101],"sensitivity":[102,156],"specificity":[104],"values":[105],"often":[106],"exceeding":[107],"97%,":[108],"underscoring":[109],"potential":[111],"these":[113,165],"improve":[117,154],"early":[118],"decision-making":[122],"substantially.":[123],"Our":[124],"further":[126,177],"explores":[127],"impact":[129,181],"symmetry":[131],"asymmetry":[133],"model":[135,203],"design,":[136],"highlighting":[137],"symmetric":[139],"architectures":[140],"like":[141],"U-Net":[142],"offer":[143],"computational":[144],"efficiency":[145],"structured":[147],"feature":[148],"extraction.":[149],"In":[150],"contrast,":[151],"asymmetric":[152],"rare":[158],"conditions":[159],"subtle":[161],"patterns.":[163],"Incorporating":[164],"(DL)":[168],"methods":[169],"anomaly":[171],"disease":[174],"progression":[175],"modeling":[176],"reinforces":[178],"their":[179],"positive":[180],"accuracy":[184],"Furthermore,":[188],"this":[189],"identifies":[191],"challenges":[192],"current":[194],"such":[197],"quality,":[200],"algorithmic":[201],"transparency,":[202],"bias,":[204],"evaluation":[206],"metrics,":[207],"while":[208],"outlining":[209],"future":[210],"research":[211],"directions,":[212],"integrating":[214],"generative":[215],"hybrid":[217],"architectures,":[218],"explainable":[220],"techniques":[222],"optimize":[224],"practice.":[226]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":9}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}