{"id":"https://openalex.org/W4390493006","doi":"https://doi.org/10.1109/jbhi.2023.3349353","title":"Predictive Modeling for Hospital Readmissions for Patients With Heart Disease: An Updated Review From 2012\u20132023","display_name":"Predictive Modeling for Hospital Readmissions for Patients With Heart Disease: An Updated Review From 2012\u20132023","publication_year":2024,"publication_date":"2024-01-02","ids":{"openalex":"https://openalex.org/W4390493006","doi":"https://doi.org/10.1109/jbhi.2023.3349353","pmid":"https://pubmed.ncbi.nlm.nih.gov/38165797"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2023.3349353","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3349353","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":"https://openalex.org/A5100642368","display_name":"Wei Zhang","orcid":"https://orcid.org/0000-0003-0178-0750"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Zhang","raw_affiliation_strings":["School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-0178-0750","affiliations":[{"raw_affiliation_string":"School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100770567","display_name":"Weihan Cheng","orcid":"https://orcid.org/0000-0002-6840-3135"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weihan Cheng","raw_affiliation_strings":["School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-6840-3135","affiliations":[{"raw_affiliation_string":"School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062335613","display_name":"Koichi Fujiwara","orcid":"https://orcid.org/0000-0002-2929-0561"},"institutions":[{"id":"https://openalex.org/I60134161","display_name":"Nagoya University","ror":"https://ror.org/04chrp450","country_code":"JP","type":"education","lineage":["https://openalex.org/I60134161"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Koichi Fujiwara","raw_affiliation_strings":["Department of Material Process Engineering, Nagoya University, Nagoya, Japan"],"raw_orcid":"https://orcid.org/0000-0002-2929-0561","affiliations":[{"raw_affiliation_string":"Department of Material Process Engineering, Nagoya University, Nagoya, Japan","institution_ids":["https://openalex.org/I60134161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020545746","display_name":"Richard Evans","orcid":"https://orcid.org/0000-0001-6367-0560"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Richard Evans","raw_affiliation_strings":["Faculty of Computer Science, Dalhousie University, Halifax, Canada"],"raw_orcid":"https://orcid.org/0000-0001-6367-0560","affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University, Halifax, Canada","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027345699","display_name":"Chengyan Zhu","orcid":"https://orcid.org/0000-0002-3879-9124"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengyan Zhu","raw_affiliation_strings":["School of Political Science and Public Administration, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-3879-9124","affiliations":[{"raw_affiliation_string":"School of Political Science and Public Administration, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.3836,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.92818494,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"28","issue":"4","first_page":"2259","last_page":"2269"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10198","display_name":"Heart Failure Treatment and Management","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T10198","display_name":"Heart Failure Treatment and Management","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T10300","display_name":"Congenital Heart Disease Studies","score":0.9340999722480774,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/scopus","display_name":"Scopus","score":0.6163293719291687},{"id":"https://openalex.org/keywords/attrition","display_name":"Attrition","score":0.5566059947013855},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.548423171043396},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5408580303192139},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.5280826091766357},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.4909520447254181},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.42192092537879944},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.383627325296402},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.20415282249450684}],"concepts":[{"id":"https://openalex.org/C83867959","wikidata":"https://www.wikidata.org/wiki/Q371467","display_name":"Scopus","level":3,"score":0.6163293719291687},{"id":"https://openalex.org/C2780553607","wikidata":"https://www.wikidata.org/wiki/Q684868","display_name":"Attrition","level":2,"score":0.5566059947013855},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.548423171043396},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5408580303192139},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.5280826091766357},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.4909520447254181},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.42192092537879944},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.383627325296402},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.20415282249450684},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C199343813","wikidata":"https://www.wikidata.org/wiki/Q12128","display_name":"Dentistry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2023.3349353","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3349353","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:38165797","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38165797","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":[{"id":"https://openalex.org/G3330959651","display_name":null,"funder_award_id":"72104087","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":100,"referenced_works":["https://openalex.org/W1003628853","https://openalex.org/W1964660362","https://openalex.org/W1978575887","https://openalex.org/W1985031042","https://openalex.org/W1989486755","https://openalex.org/W2010620890","https://openalex.org/W2013071988","https://openalex.org/W2023343904","https://openalex.org/W2032734523","https://openalex.org/W2054085905","https://openalex.org/W2070628531","https://openalex.org/W2077663753","https://openalex.org/W2084458643","https://openalex.org/W2086923543","https://openalex.org/W2107143197","https://openalex.org/W2114157572","https://openalex.org/W2115043622","https://openalex.org/W2119248213","https://openalex.org/W2119340816","https://openalex.org/W2129020433","https://openalex.org/W2132679627","https://openalex.org/W2136808296","https://openalex.org/W2150840439","https://openalex.org/W2163922914","https://openalex.org/W2164904576","https://openalex.org/W2169264699","https://openalex.org/W2170131723","https://openalex.org/W2176147595","https://openalex.org/W2297622429","https://openalex.org/W2325533191","https://openalex.org/W2516975215","https://openalex.org/W2542719835","https://openalex.org/W2566965501","https://openalex.org/W2739547445","https://openalex.org/W2783479379","https://openalex.org/W2786615574","https://openalex.org/W2795282312","https://openalex.org/W2800373109","https://openalex.org/W2808897169","https://openalex.org/W2886436921","https://openalex.org/W2886725109","https://openalex.org/W2891210725","https://openalex.org/W2896457183","https://openalex.org/W2897212643","https://openalex.org/W2907387021","https://openalex.org/W2913705661","https://openalex.org/W2915269621","https://openalex.org/W2919115771","https://openalex.org/W2945976633","https://openalex.org/W2954286747","https://openalex.org/W2963092154","https://openalex.org/W2963650911","https://openalex.org/W2964303497","https://openalex.org/W2981252883","https://openalex.org/W2981733053","https://openalex.org/W2982611956","https://openalex.org/W2991652673","https://openalex.org/W3004530661","https://openalex.org/W3084945312","https://openalex.org/W3095669050","https://openalex.org/W3095932144","https://openalex.org/W3106377951","https://openalex.org/W3111278950","https://openalex.org/W3111866616","https://openalex.org/W3113949091","https://openalex.org/W3118615836","https://openalex.org/W3125525144","https://openalex.org/W3160631893","https://openalex.org/W3164543373","https://openalex.org/W3165762643","https://openalex.org/W3188969319","https://openalex.org/W3194757710","https://openalex.org/W3201437744","https://openalex.org/W3206681240","https://openalex.org/W4200044765","https://openalex.org/W4220735184","https://openalex.org/W4225275371","https://openalex.org/W4225493996","https://openalex.org/W4226155098","https://openalex.org/W4226247453","https://openalex.org/W4280591183","https://openalex.org/W4281984588","https://openalex.org/W4283774638","https://openalex.org/W4285007665","https://openalex.org/W4285803644","https://openalex.org/W4311087581","https://openalex.org/W4319944244","https://openalex.org/W4323315590","https://openalex.org/W4366256915","https://openalex.org/W4372311250","https://openalex.org/W4379507863","https://openalex.org/W4380149340","https://openalex.org/W4385660819","https://openalex.org/W6747913410","https://openalex.org/W6754459299","https://openalex.org/W6754461768","https://openalex.org/W6755207826","https://openalex.org/W6769474578","https://openalex.org/W6770976117","https://openalex.org/W6796395770"],"related_works":["https://openalex.org/W1969175355","https://openalex.org/W2007101045","https://openalex.org/W2056472298","https://openalex.org/W4389273703","https://openalex.org/W2586909830","https://openalex.org/W4231153204","https://openalex.org/W2775846538","https://openalex.org/W2116688168","https://openalex.org/W3124528783","https://openalex.org/W2900291040"],"abstract_inverted_index":{"Hospital":[0],"readmissions":[1],"are":[2],"a":[3],"major":[4],"concern":[5],"for":[6,46],"healthcare":[7],"leaders,":[8],"policy":[9,127],"makers,":[10],"and":[11,18,63,90,105,134,142,156,165,188,207],"patients,":[12],"resulting":[13,67],"in":[14,68,180,184],"adverse":[15],"health":[16],"outcomes":[17],"imposing":[19],"an":[20],"increased":[21],"burden":[22],"on":[23,33,37,79,83,87,92,98,197],"hospital":[24],"resources.":[25],"This":[26],"review":[27],"aims":[28],"to":[29,111,154],"synthesize":[30],"existing":[31],"literature":[32],"predictive":[34],"models":[35],"focused":[36,78],"patients":[38],"diagnosed":[39],"with":[40],"heart":[41],"disease,":[42],"which":[43],"is":[44],"known":[45],"its":[47],"high":[48],"readmission":[49,99,121,199],"rates.":[50],"Seven":[51],"databases":[52],"(i.e.,":[53],"Web":[54],"of":[55,71,115],"Science,":[56],"Scopus,":[57],"PubMed,":[58],"ProQuest,":[59],"Ovid,":[60],"Cochrane":[61],"Library":[62],"EBSCO)":[64],"were":[65,96,109,123,140,152,163],"consulted":[66],"the":[69,113,116,135,159,174],"inclusion":[70],"56":[72],"eligible":[73],"studies.":[74,117],"Among":[75],"these,":[76],"44":[77],"model":[80,84,88,93,202,209],"development,":[81],"7":[82],"validation,":[85],"4":[86],"improvement,":[89],"1":[91],"implementation.":[94,210],"Data":[95],"extracted":[97],"types,":[100,200],"data":[101,129],"sources,":[102],"modeling":[103,137],"methods,":[104],"predictors,":[106],"while":[107,158],"assessments":[108],"conducted":[110],"analyze":[112],"quality":[114],"Findings":[118],"showed":[119],"that":[120],"types":[122],"significantly":[124],"influenced":[125],"by":[126],"decisions,":[128],"predominantly":[130],"originated":[131],"from":[132],"hospitals,":[133],"prevalent":[136],"methods":[138],"used":[139],"regression":[141],"single-layer":[143],"machine":[144],"learning":[145],"techniques.":[146],"The":[147,167],"most":[148],"important":[149],"clinical":[150],"predictors":[151,162],"related":[153],"comorbidities":[155],"complications,":[157],"key":[160],"demographic":[161],"age":[164],"race.":[166],"study":[168],"found":[169],"that,":[170],"despite":[171],"advancements":[172],"during":[173],"last":[175],"decade,":[176],"several":[177],"limitations":[178],"exist":[179],"current":[181],"research,":[182],"particularly":[183],"addressing":[185],"attrition":[186],"bias":[187],"handling":[189],"missing":[190],"data.":[191],"Future":[192],"research":[193],"should,":[194],"therefore,":[195],"focus":[196],"optimizing":[198],"enhancing":[201],"generalization,":[203],"using":[204],"interpretable":[205],"models,":[206],"emphasizing":[208]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}