{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,12]],"date-time":"2026-05-12T20:20:04Z","timestamp":1778617204434,"version":"3.51.4"},"reference-count":117,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"5","license":[{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"Italian Ministry of Health, Italian Health Operational Plan"},{"DOI":"10.13039\/100031478","name":"NextGenerationEU","doi-asserted-by":"publisher","award":["F53D23009250001"],"award-info":[{"award-number":["F53D23009250001"]}],"id":[{"id":"10.13039\/100031478","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE J. Biomed. Health Inform."],"published-print":{"date-parts":[[2026,5]]},"DOI":"10.1109\/jbhi.2025.3628501","type":"journal-article","created":{"date-parts":[[2025,11,3]],"date-time":"2025-11-03T18:45:44Z","timestamp":1762195544000},"page":"3768-3783","source":"Crossref","is-referenced-by-count":0,"title":["Enhancing Chronic Heart Failure Monitoring, Prevention, and Management With IoT and AI: A Systematic Literature Review"],"prefix":"10.1109","volume":"30","author":[{"ORCID":"https:\/\/orcid.org\/0009-0007-8856-997X","authenticated-orcid":false,"given":"Andrea","family":"Rucco","sequence":"first","affiliation":[{"name":"Instituto de Investigaci&#x00F3;n en Ingenier&#x00ED;a de Arag&#x00F3;n, Universidad de Zaragoza, Zaragoza, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5888-7180","authenticated-orcid":false,"given":"Angela Tafadzwa","family":"Shumba","sequence":"additional","affiliation":[{"name":"University of Salento, Lecce, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1750-8268","authenticated-orcid":false,"given":"Teodoro","family":"Montanaro","sequence":"additional","affiliation":[{"name":"University of Salento, Lecce, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3797-3039","authenticated-orcid":false,"given":"Ilaria","family":"Sergi","sequence":"additional","affiliation":[{"name":"University of Salento, Lecce, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8591-1190","authenticated-orcid":false,"given":"Luigi","family":"Patrono","sequence":"additional","affiliation":[{"name":"University of Salento, Lecce, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3136793"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.4065\/mcp.2009.0494"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1002\/ejhf.2115"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.3310\/hta13320"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1093\/eurheartj\/ehab368"},{"key":"ref6","article-title":"Chronic heart failure in adults: Diagnosis and management","year":"2018"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1038\/s41591-018-0316-z"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2018.10.058"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2022.07.006"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1161\/circep.120.007953"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.23919\/SPA50552.2020.9241283"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2022.118933"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.3390\/s23156896"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.3390\/biomedinformatics4010042"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2024.108557"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.3389\/fcvm.2023.1158509"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1007\/s41060-021-00300-1"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1007\/s11517-021-02447-2"},{"key":"ref19","article-title":"Web of science database - official website","year":"2024"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclinepi.2021.03.001"},{"key":"ref21","article-title":"Pubmed database","year":"2024"},{"key":"ref22","article-title":"IEEExplore database","year":"2024"},{"key":"ref23","article-title":"Scopus database - official website","year":"2024"},{"key":"ref24","article-title":"A free easy-to-use tool to help you collect organize cite and share your research sources","year":"2015"},{"key":"ref25","article-title":"R: A language and environment for statistical computing, r foundation for statistical computing","year":"2021"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1111\/2041-210X.13268"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/3625289"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1002\/jrsm.1354"},{"issue":"2","key":"ref29","first-page":"57","volume":"1","author":"Ambinder"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-62555-5"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/s00392-023-02209-0"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/S0735-1097(24)02303-9"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.2196\/45130"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1007\/s00392-024-02433-2"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1002\/clc.24239"},{"issue":"2","key":"ref36","article-title":"Prediction and analysis of heart failure decompensation events based on telemonitored data and artificial intelligence methods","volume":"10","author":"Kerexeta","year":"2023","journal-title":"J. Cardiovasc. Develop. Dis."},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2023.04.011"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1016\/j.hrtlng.2023.05.012"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/s11739-022-02996-w"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.2196\/24501"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.2196\/24996"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.4258\/hir.2021.27.4.307"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1186\/s13040-021-00255-w"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1007\/s12265-021-10151-7"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.3390\/bioengineering9040175"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1016\/j.jchf.2022.05.010"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.115688"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1161\/JAHA.122.029124"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1111\/jan.15890"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1016\/j.bspc.2023.105519"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.3389\/fcvm.2023.1104699"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.2196\/46934"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2022.3148820"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.3390\/diagnostics12030654"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.3390\/bioengineering8100138"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.2147\/rmhp.s310295"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-020-80856-3"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.3389\/fphar.2021.758573"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph18094943"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1016\/S2589-7500(23)00065-1"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.3390\/biomedicines10071514"},{"key":"ref62","article-title":"MIMIC-III waveform database from physionet","author":"Moody","year":"2020"},{"key":"ref63","article-title":"The BIDMC congestive heart failure database","author":"Baim","year":"2000"},{"key":"ref64","article-title":"Heart disease","author":"Janosi","year":"1988"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.2196\/54363"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2024.102337"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.3390\/s24030828"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1002\/ehf2.14593"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2022.3227955"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1186\/s12967-022-03340-8"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.3390\/s22239190"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1080\/17455030.2020.1810364"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1016\/j.bbe.2022.02.003"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.3390\/s22093283"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2020.3023105"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.2196\/38082"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1016\/j.measurement.2022.112166"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1155\/2021\/8500314"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1016\/j.cvdhj.2023.11.003"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1016\/j.artmed.2024.102829"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.3390\/jcm11216460"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1186\/s12911-022-01857-y"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1136\/bmjopen-2020-044779"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1186\/s12911-024-02415-4"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.3390\/s24072248"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1007\/s41060-022-00346-9"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.3390\/diagnostics13111948"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.3390\/app13085188"},{"issue":"1","key":"ref89","first-page":"149","article-title":"Clinical healthcare applications: Efficient techniques for heart failure prediction using novel ensemble model","volume":"16","author":"Poojari","year":"2024","journal-title":"J. Inf. Technol. Manage."},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-022-07201-9"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1155\/2022\/3649406"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1186\/s12911-022-01943-1"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.3390\/s22072431"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3064084"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.3389\/frai.2024.1363226"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.3390\/diagnostics14070736"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0245177"},{"key":"ref98","first-page":"438","article-title":"Launching into clinical space with medspacy: A new clinical text processing toolkit in python","volume-title":"Proc. AMIA Annu. Symp.","volume":"2021","author":"Eyre","year":"2021"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-57868-4_57"},{"key":"ref100","article-title":"Jackson heart study &GT; research &GT; study data","year":"2016"},{"key":"ref101","article-title":"BioLINCC: Cardiovascular health study (CHS)","year":"2009"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.1093\/ije\/dyv098"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2865027"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.1109\/jbhi.2016.2633963"},{"key":"ref105","article-title":"Classes and stages of heart failure","year":"2025"},{"key":"ref106","article-title":"Healthcare data research  THIN Data  the-health-improvement-network.com","year":"2025"},{"key":"ref107","article-title":"About our data  ukbiobank.ac.uk","year":"2025"},{"key":"ref108","doi-asserted-by":"publisher","DOI":"10.1161\/circheartfailure.122.009473"},{"key":"ref109","doi-asserted-by":"publisher","DOI":"10.1513\/AnnalsATS.201909-672OC"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.1161\/JAHA.118.009594"},{"key":"ref111","doi-asserted-by":"publisher","DOI":"10.1161\/CIRCOUTCOMES.109.854877"},{"key":"ref112","doi-asserted-by":"publisher","DOI":"10.1161\/CIRCULATIONAHA.105.584102"},{"key":"ref113","doi-asserted-by":"publisher","DOI":"10.7326\/0003-4819-156-11-201206050-00003"},{"key":"ref114","doi-asserted-by":"publisher","DOI":"10.3233\/THC-248029"},{"key":"ref115","doi-asserted-by":"publisher","DOI":"10.1161\/CIRCHEARTFAILURE.111.964841"},{"key":"ref116","doi-asserted-by":"publisher","DOI":"10.1001\/archinte.159.11.1197"},{"key":"ref117","article-title":"MIMIC-III clinical database","author":"Johnson","year":"2023"}],"container-title":["IEEE Journal of Biomedical and Health Informatics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6221020\/11511349\/11224584.pdf?arnumber=11224584","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,12]],"date-time":"2026-05-12T19:49:55Z","timestamp":1778615395000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11224584\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5]]},"references-count":117,"journal-issue":{"issue":"5"},"URL":"https:\/\/doi.org\/10.1109\/jbhi.2025.3628501","relation":{},"ISSN":["2168-2194","2168-2208"],"issn-type":[{"value":"2168-2194","type":"print"},{"value":"2168-2208","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,5]]}}}