{"id":"https://openalex.org/W7130503965","doi":"https://doi.org/10.1186/s12911-026-03391-7","title":"Prediction models for adherence to cardiac rehabilitation programs in patients with cardiovascular disease: a scoping review","display_name":"Prediction models for adherence to cardiac rehabilitation programs in patients with cardiovascular disease: a scoping review","publication_year":2026,"publication_date":"2026-02-19","ids":{"openalex":"https://openalex.org/W7130503965","doi":"https://doi.org/10.1186/s12911-026-03391-7","pmid":"https://pubmed.ncbi.nlm.nih.gov/41715041"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-026-03391-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-026-03391-7","pdf_url":null,"source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1186/s12911-026-03391-7","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003391622","display_name":"Chengyu Xia","orcid":"https://orcid.org/0000-0002-9951-900X"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]},{"id":"https://openalex.org/I4210121200","display_name":"Second Affiliated Hospital of Shantou University Medical College","ror":"https://ror.org/035rs9v13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210121200"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengyu Xia","raw_affiliation_strings":["Department of Cardiology,The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong Province, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Cardiology,The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong Province, China","institution_ids":["https://openalex.org/I4210121200","https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014241544","display_name":"Guo Ht","orcid":null},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]},{"id":"https://openalex.org/I4210121200","display_name":"Second Affiliated Hospital of Shantou University Medical College","ror":"https://ror.org/035rs9v13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210121200"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Guo","raw_affiliation_strings":["Department of Cardiology,The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong Province, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Cardiology,The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong Province, China","institution_ids":["https://openalex.org/I4210121200","https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126396484","display_name":"Liuxia Ji","orcid":null},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]},{"id":"https://openalex.org/I4210121200","display_name":"Second Affiliated Hospital of Shantou University Medical College","ror":"https://ror.org/035rs9v13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210121200"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liuxia Ji","raw_affiliation_strings":["Department of Cardiology,The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong Province, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Cardiology,The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong Province, China","institution_ids":["https://openalex.org/I4210121200","https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066830030","display_name":"Yingjun Zheng","orcid":"https://orcid.org/0000-0002-6336-4827"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]},{"id":"https://openalex.org/I4210121200","display_name":"Second Affiliated Hospital of Shantou University Medical College","ror":"https://ror.org/035rs9v13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210121200"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingjun Zheng","raw_affiliation_strings":["Department of Cardiology,The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong Province, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Cardiology,The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong Province, China","institution_ids":["https://openalex.org/I4210121200","https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126378711","display_name":"Yuheng Du","orcid":null},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]},{"id":"https://openalex.org/I4210121200","display_name":"Second Affiliated Hospital of Shantou University Medical College","ror":"https://ror.org/035rs9v13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210121200"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuheng Du","raw_affiliation_strings":["Department of Cardiology,The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong Province, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Cardiology,The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong Province, China","institution_ids":["https://openalex.org/I4210121200","https://openalex.org/I32574673"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5126403821","display_name":"Hui Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]},{"id":"https://openalex.org/I4210121200","display_name":"Second Affiliated Hospital of Shantou University Medical College","ror":"https://ror.org/035rs9v13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210121200"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hui Liu","raw_affiliation_strings":["Department of Cardiology,The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong Province, China. hexu832003@163.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Cardiology,The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong Province, China. hexu832003@163.com","institution_ids":["https://openalex.org/I4210121200","https://openalex.org/I32574673"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5126403821"],"corresponding_institution_ids":["https://openalex.org/I32574673","https://openalex.org/I4210121200"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":8.3023,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.94687125,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"26","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11083","display_name":"Cardiac Health and Mental Health","score":0.7857999801635742,"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/T11083","display_name":"Cardiac Health and Mental Health","score":0.7857999801635742,"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/T10510","display_name":"Stroke Rehabilitation and Recovery","score":0.07079999893903732,"subfield":{"id":"https://openalex.org/subfields/2742","display_name":"Rehabilitation"},"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/T11620","display_name":"Medication Adherence and Compliance","score":0.029500000178813934,"subfield":{"id":"https://openalex.org/subfields/2714","display_name":"Family Practice"},"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/predictive-modelling","display_name":"Predictive modelling","score":0.7056999802589417},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.6574000120162964},{"id":"https://openalex.org/keywords/rehabilitation","display_name":"Rehabilitation","score":0.5210000276565552},{"id":"https://openalex.org/keywords/session","display_name":"Session (web analytics)","score":0.4666000008583069},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.44769999384880066},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.4424000084400177},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.42010000348091125},{"id":"https://openalex.org/keywords/sample-size-determination","display_name":"Sample size determination","score":0.4104999899864197},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.3707999885082245}],"concepts":[{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.7056999802589417},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.6574000120162964},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6184999942779541},{"id":"https://openalex.org/C2778818304","wikidata":"https://www.wikidata.org/wiki/Q1819478","display_name":"Rehabilitation","level":2,"score":0.5210000276565552},{"id":"https://openalex.org/C2779182362","wikidata":"https://www.wikidata.org/wiki/Q17126187","display_name":"Session (web analytics)","level":2,"score":0.4666000008583069},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.44769999384880066},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.4424000084400177},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.42010000348091125},{"id":"https://openalex.org/C129848803","wikidata":"https://www.wikidata.org/wiki/Q2564360","display_name":"Sample size determination","level":2,"score":0.4104999899864197},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.3707999885082245},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.3569999933242798},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.35019999742507935},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.34850001335144043},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.34769999980926514},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.3456000089645386},{"id":"https://openalex.org/C191630685","wikidata":"https://www.wikidata.org/wiki/Q4027615","display_name":"Informatics","level":2,"score":0.34299999475479126},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.33980000019073486},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.3237999975681305},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.323199987411499},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.3149000108242035},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.3068999946117401},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.30399999022483826},{"id":"https://openalex.org/C2779951463","wikidata":"https://www.wikidata.org/wiki/Q7268788","display_name":"Quality of life (healthcare)","level":2,"score":0.29420000314712524},{"id":"https://openalex.org/C47177892","wikidata":"https://www.wikidata.org/wiki/Q3510101","display_name":"Neurorehabilitation","level":3,"score":0.2734000086784363},{"id":"https://openalex.org/C83867959","wikidata":"https://www.wikidata.org/wiki/Q371467","display_name":"Scopus","level":3,"score":0.2689000070095062},{"id":"https://openalex.org/C71405471","wikidata":"https://www.wikidata.org/wiki/Q757012","display_name":"Quality management","level":3,"score":0.2678999900817871},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.266400009393692},{"id":"https://openalex.org/C168743327","wikidata":"https://www.wikidata.org/wiki/Q1826427","display_name":"Random effects model","level":3,"score":0.2651999890804291},{"id":"https://openalex.org/C2778136018","wikidata":"https://www.wikidata.org/wiki/Q10350689","display_name":"Predictive power","level":2,"score":0.26260000467300415},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2502000033855438}],"mesh":[{"descriptor_ui":"D000072038","descriptor_name":"Cardiac Rehabilitation","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D000072038","descriptor_name":"Cardiac Rehabilitation","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D000098412","descriptor_name":"Predictive Learning Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098412","descriptor_name":"Predictive Learning Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098437","descriptor_name":"Prediction Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098437","descriptor_name":"Prediction Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D010349","descriptor_name":"Patient Compliance","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D010349","descriptor_name":"Patient Compliance","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-026-03391-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-026-03391-7","pdf_url":null,"source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:41715041","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41715041","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":"BMC medical informatics and decision making","raw_type":null},{"id":"pmh:oai:doaj.org/article:bcbea0877ac74939b246399edde48a27","is_oa":true,"landing_page_url":"https://doaj.org/article/bcbea0877ac74939b246399edde48a27","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 26, Iss 1 (2026)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13032335","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13032335/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Inform Decis Mak","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12911-026-03391-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-026-03391-7","pdf_url":null,"source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2885481594","display_name":null,"funder_award_id":"72304180","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1980496457","https://openalex.org/W2037668591","https://openalex.org/W2059187041","https://openalex.org/W2062085215","https://openalex.org/W2112407850","https://openalex.org/W2152500923","https://openalex.org/W2564916964","https://openalex.org/W2792662291","https://openalex.org/W2809949684","https://openalex.org/W2891378911","https://openalex.org/W2939157478","https://openalex.org/W2943491685","https://openalex.org/W3087524763","https://openalex.org/W3088348521","https://openalex.org/W3122314162","https://openalex.org/W3135028703","https://openalex.org/W3180342956","https://openalex.org/W3199627549","https://openalex.org/W4213419919","https://openalex.org/W4233026002","https://openalex.org/W4292808503","https://openalex.org/W4313324949","https://openalex.org/W4321121402","https://openalex.org/W4321237779","https://openalex.org/W4377042183","https://openalex.org/W4388918649","https://openalex.org/W4402773710","https://openalex.org/W4402800346","https://openalex.org/W4405514948","https://openalex.org/W4414161534"],"related_works":[],"abstract_inverted_index":{"AIMS:":[0],"To":[1],"critically":[2,73],"evaluate":[3],"the":[4,42,76,125,155,207,244,271],"methodological":[5,66,160,259],"quality":[6,67],"and":[7,26,44,119,137,175,225,255],"clinical":[8,239,266],"readiness":[9],"of":[10,68,80,172,184,206,220],"prediction":[11,70,185,232],"models":[12,71,186,214],"for":[13,32,58,187,238,246],"adherence":[14,188,256],"to":[15,27,55,96,116,152,189,249,257,261],"cardiac":[16],"rehabilitation":[17],"(CR)":[18],"programs":[19,191],"in":[20,61,112,143,192],"patients":[21,193],"with":[22,194,222],"cardiovascular":[23,195],"disease":[24,196],"(CVD),":[25],"propose":[28],"a":[29,169],"strategic":[30],"roadmap":[31],"future":[33,247],"research.":[34],"METHODS:":[35],"This":[36],"scoping":[37],"review":[38],"was":[39,72,124],"conducted":[40],"following":[41],"Arksey":[43],"O\u2019Malley":[45],"framework.":[46],"Nine":[47],"electronic":[48],"databases":[49],"were":[50,88,141],"systematically":[51],"searched":[52],"from":[53,94,150],"inception":[54],"June":[56],"2025":[57],"studies":[59,87,248],"published":[60,213],"English":[62],"or":[63,105],"Chinese.":[64],"The":[65,182],"included":[69],"appraised":[74],"using":[75],"Prediction":[77],"Model":[78],"Risk":[79],"Bias":[81],"Assessment":[82],"Tool":[83],"(PROBAST).":[84],"RESULTS:":[85],"Ten":[86],"included.":[89],"CR":[90,190],"non-adherence":[91],"rates":[92],"varied":[93],"41%":[95],"61.4%,":[97],"measured":[98],"via":[99],"subjective":[100],"scales,":[101],"session":[102],"completion":[103],"rates,":[104],"wearable":[106],"devices.":[107],"Studies":[108],"exhibited":[109],"wide":[110],"heterogeneity":[111],"sample":[113,167],"sizes":[114],"(50":[115],"12,003":[117],"participants)":[118],"predictor":[120],"selection.":[121],"Logistic":[122],"regression":[123],"most":[126,212],"used":[127,142],"predictive":[128],"modeling":[129],"method,":[130],"followed":[131],"by":[132],"decision":[133],"tree;":[134],"random":[135],"forest":[136],"artificial":[138],"neural":[139],"network":[140],"one":[144],"study":[145],"each.":[146],"AUROC":[147],"values":[148],"ranged":[149],"0.62":[151],"0.893.":[153],"Critically,":[154],"PROBAST":[156],"framework":[157],"highlighted":[158],"prevalent":[159],"concerns":[161],"across":[162],"all":[163],"studies,":[164],"including":[165],"inadequate":[166],"sizes,":[168],"near-total":[170],"lack":[171],"external":[173,251],"validation,":[174,252],"reliance":[176],"on":[177,270],"single-center,":[178],"retrospective":[179],"data.":[180],"CONCLUSIONS:":[181],"application":[183],"represents":[197],"an":[198,217],"emerging":[199],"but":[200],"methodologically":[201],"heterogeneous":[202],"research":[203],"area.":[204],"Mapping":[205],"existing":[208,231],"evidence":[209],"indicates":[210],"that":[211],"remain":[215],"at":[216],"early":[218],"stage":[219],"development,":[221],"limited":[223],"validation":[224],"variable":[226],"reporting":[227],"quality.":[228],"Consequently,":[229],"no":[230],"model":[233,253],"can":[234],"be":[235],"confidently":[236],"recommended":[237],"use.":[240],"These":[241],"findings":[242],"highlight":[243],"need":[245],"prioritize":[250],"transparency,":[254],"established":[258],"guidelines":[260],"support":[262],"potential":[263],"translation":[264],"into":[265],"contexts.":[267],"REGISTRATION:":[268],"Registered":[269],"Open":[272],"Science":[273],"Framework":[274],"(OSF)":[275],"(":[276],"https://doi.org/10.17605/OSF.IO/8JMDW":[277],").":[278]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-16T13:24:37.021932","created_date":"2026-02-19T00:00:00"}
