{"id":"https://openalex.org/W7225246747","doi":"https://doi.org/10.31083/rcm51293","title":"Performance, Recalibration, and Implementation of In-Hospital Mortality Prediction Models for Myocardial Infarction","display_name":"Performance, Recalibration, and Implementation of In-Hospital Mortality Prediction Models for Myocardial Infarction","publication_year":2026,"publication_date":"2026-10-21","ids":{"openalex":"https://openalex.org/W7225246747","doi":"https://doi.org/10.31083/rcm51293","pmid":"https://pubmed.ncbi.nlm.nih.gov/42985521","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/13732654"},"language":"en","primary_location":{"id":"doi:10.31083/rcm51293","doi":"https://doi.org/10.31083/rcm51293","is_oa":true,"landing_page_url":"https://doi.org/10.31083/rcm51293","pdf_url":"https://storage.imrpress.com/IMR/2112820090890936300/application/2153-8174-27-10-51293.pdf","source":{"id":"https://openalex.org/S140574793","display_name":"Reviews in Cardiovascular Medicine","issn_l":"1530-6550","issn":["1530-6550","2153-8174"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","ki-jl-1","norway-1","oarl","poland-40","russia-white-list-1"],"host_organization":"https://openalex.org/P4310322753","host_organization_name":"IMR Press","host_organization_lineage":["https://openalex.org/P4310322753"],"host_organization_lineage_names":["IMR Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Reviews in Cardiovascular Medicine","raw_type":"journal-article"},"volume":null,"type":"review","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://storage.imrpress.com/IMR/2112820090890936300/application/2153-8174-27-10-51293.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5122795135","display_name":"Erkun Xing","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210163492","display_name":"First Hospital of Lanzhou University","ror":"https://ror.org/05d2xpa49","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210163492"]},{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Erkun Xing","raw_affiliation_strings":["Heart Center, The First Hospital of Lanzhou University, 730000 Lanzhou, Gansu, China","The First School of Clinical Medicine, Lanzhou University, 730000 Lanzhou, Gansu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Heart Center, The First Hospital of Lanzhou University, 730000 Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I4210163492"]},{"raw_affiliation_string":"The First School of Clinical Medicine, Lanzhou University, 730000 Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5132676334","display_name":"Yurun Su","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210163492","display_name":"First Hospital of Lanzhou University","ror":"https://ror.org/05d2xpa49","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210163492"]},{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yurun Su","raw_affiliation_strings":["Heart Center, The First Hospital of Lanzhou University, 730000 Lanzhou, Gansu, China","The First School of Clinical Medicine, Lanzhou University, 730000 Lanzhou, Gansu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Heart Center, The First Hospital of Lanzhou University, 730000 Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I4210163492"]},{"raw_affiliation_string":"The First School of Clinical Medicine, Lanzhou University, 730000 Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000459813","display_name":"Zekun Lang","orcid":"https://orcid.org/0000-0002-0904-5964","observed_orcids":["https://orcid.org/0000-0002-0904-5964"]},"institutions":[{"id":"https://openalex.org/I4210163492","display_name":"First Hospital of Lanzhou University","ror":"https://ror.org/05d2xpa49","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210163492"]},{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zekun Lang","raw_affiliation_strings":["Gansu Province Clinical Research Center for Cardiovascular Diseases, 730000 Lanzhou, Gansu, China","Heart Center, The First Hospital of Lanzhou University, 730000 Lanzhou, Gansu, China","The First School of Clinical Medicine, Lanzhou University, 730000 Lanzhou, Gansu, China"],"raw_orcid":"https://orcid.org/0000-0002-0904-5964","affiliations":[{"raw_affiliation_string":"Gansu Province Clinical Research Center for Cardiovascular Diseases, 730000 Lanzhou, Gansu, China","institution_ids":[]},{"raw_affiliation_string":"Heart Center, The First Hospital of Lanzhou University, 730000 Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I4210163492"]},{"raw_affiliation_string":"The First School of Clinical Medicine, Lanzhou University, 730000 Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010622762","display_name":"Yongling Wa","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210163492","display_name":"First Hospital of Lanzhou University","ror":"https://ror.org/05d2xpa49","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210163492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongling Wa","raw_affiliation_strings":["Heart Center, The First Hospital of Lanzhou University, 730000 Lanzhou, Gansu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Heart Center, The First Hospital of Lanzhou University, 730000 Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I4210163492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160649317","display_name":"Wei Hu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210163492","display_name":"First Hospital of Lanzhou University","ror":"https://ror.org/05d2xpa49","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210163492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Hu","raw_affiliation_strings":["Heart Center, The First Hospital of Lanzhou University, 730000 Lanzhou, Gansu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Heart Center, The First Hospital of Lanzhou University, 730000 Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I4210163492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160688834","display_name":"Xiaojuan Wang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210163492","display_name":"First Hospital of Lanzhou University","ror":"https://ror.org/05d2xpa49","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210163492"]},{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaojuan Wang","raw_affiliation_strings":["Heart Center, The First Hospital of Lanzhou University, 730000 Lanzhou, Gansu, China","The First School of Clinical Medicine, Lanzhou University, 730000 Lanzhou, Gansu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Heart Center, The First Hospital of Lanzhou University, 730000 Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I4210163492"]},{"raw_affiliation_string":"The First School of Clinical Medicine, Lanzhou University, 730000 Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160712066","display_name":"Youqi Zhu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210163492","display_name":"First Hospital of Lanzhou University","ror":"https://ror.org/05d2xpa49","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210163492"]},{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Youqi Zhu","raw_affiliation_strings":["Heart Center, The First Hospital of Lanzhou University, 730000 Lanzhou, Gansu, China","The First School of Clinical Medicine, Lanzhou University, 730000 Lanzhou, Gansu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Heart Center, The First Hospital of Lanzhou University, 730000 Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I4210163492"]},{"raw_affiliation_string":"The First School of Clinical Medicine, Lanzhou University, 730000 Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137910596","display_name":"Jing Zhao","orcid":"https://orcid.org/0000-0003-2205-1581","observed_orcids":["https://orcid.org/0000-0003-2205-1581"]},"institutions":[{"id":"https://openalex.org/I4210163492","display_name":"First Hospital of Lanzhou University","ror":"https://ror.org/05d2xpa49","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210163492"]},{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Zhao","raw_affiliation_strings":["Gansu Province Clinical Research Center for Cardiovascular Diseases, 730000 Lanzhou, Gansu, China","Heart Center, The First Hospital of Lanzhou University, 730000 Lanzhou, Gansu, China","The First School of Clinical Medicine, Lanzhou University, 730000 Lanzhou, Gansu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gansu Province Clinical Research Center for Cardiovascular Diseases, 730000 Lanzhou, Gansu, China","institution_ids":[]},{"raw_affiliation_string":"Heart Center, The First Hospital of Lanzhou University, 730000 Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I4210163492"]},{"raw_affiliation_string":"The First School of Clinical Medicine, Lanzhou University, 730000 Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037995096","display_name":"Ming Bai","orcid":"https://orcid.org/0000-0002-8687-7182","observed_orcids":["https://orcid.org/0000-0002-8687-7182"]},"institutions":[{"id":"https://openalex.org/I4210163492","display_name":"First Hospital of Lanzhou University","ror":"https://ror.org/05d2xpa49","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210163492"]},{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ming Bai","raw_affiliation_strings":["Gansu Province Clinical Research Center for Cardiovascular Diseases, 730000 Lanzhou, Gansu, China","Heart Center, The First Hospital of Lanzhou University, 730000 Lanzhou, Gansu, China","The First School of Clinical Medicine, Lanzhou University, 730000 Lanzhou, Gansu, China"],"raw_orcid":"https://orcid.org/0000-0002-8687-7182","affiliations":[{"raw_affiliation_string":"Gansu Province Clinical Research Center for Cardiovascular Diseases, 730000 Lanzhou, Gansu, China","institution_ids":[]},{"raw_affiliation_string":"Heart Center, The First Hospital of Lanzhou University, 730000 Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I4210163492"]},{"raw_affiliation_string":"The First School of Clinical Medicine, Lanzhou University, 730000 Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I76214153"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5037995096"],"corresponding_institution_ids":["https://openalex.org/I4210163492","https://openalex.org/I76214153"],"apc_list":{"value":2200,"currency":"USD","value_usd":2200},"apc_paid":{"value":2200,"currency":"USD","value_usd":2200},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.68571429,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"27","issue":"10","first_page":"51293","last_page":"51293"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.649399995803833,"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":0.649399995803833,"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/T10292","display_name":"Acute Myocardial Infarction Research","score":0.30660000443458557,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.016200000420212746,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/acute-myocardial-infarction","display_name":"acute myocardial infarction","score":0.9620000123977661},{"id":"https://openalex.org/keywords/in-hospital-mortality-prediction","display_name":"in-hospital mortality prediction","score":0.9430000185966492},{"id":"https://openalex.org/keywords/risk-prediction-model","display_name":"risk prediction model","score":0.6819999814033508},{"id":"https://openalex.org/keywords/model-recalibration","display_name":"model recalibration","score":0.8190000057220459},{"id":"https://openalex.org/keywords/model-transportability","display_name":"model portability","score":0.7889999747276306},{"id":"https://openalex.org/keywords/external-validation","display_name":"external validation","score":0.9120000004768372},{"id":"https://openalex.org/keywords/model-interpretability","display_name":"model interpretability","score":0.746999979019165},{"id":"https://openalex.org/keywords/federated-learning","display_name":"federated learning","score":0.6990000009536743},{"id":"https://openalex.org/keywords/clinical-decision-support","display_name":"clinical decision support","score":0.777999997138977},{"id":"https://openalex.org/keywords/clinical-implementation-barriers","display_name":"clinical implementation barriers","score":0.5519999861717224},{"id":"https://openalex.org/keywords/model-updating","display_name":"model updating","score":0.47200000286102295},{"id":"https://openalex.org/keywords/multimodal-fusion","display_name":"multimodal fusion","score":0.7379999756813049}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7960000038146973},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.6290000081062317},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6212999820709229},{"id":"https://openalex.org/C2779703844","wikidata":"https://www.wikidata.org/wiki/Q760125","display_name":"Reimbursement","level":3,"score":0.5756000280380249},{"id":"https://openalex.org/C500558357","wikidata":"https://www.wikidata.org/wiki/Q12152","display_name":"Myocardial infarction","level":2,"score":0.5533999800682068},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.5264999866485596},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.4968999922275543},{"id":"https://openalex.org/C22467394","wikidata":"https://www.wikidata.org/wiki/Q849359","display_name":"Multidisciplinary approach","level":2,"score":0.44839999079704285},{"id":"https://openalex.org/C179755657","wikidata":"https://www.wikidata.org/wiki/Q58702","display_name":"Mortality rate","level":2,"score":0.4000999927520752},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.39730000495910645},{"id":"https://openalex.org/C535046627","wikidata":"https://www.wikidata.org/wiki/Q30612","display_name":"Clinical trial","level":2,"score":0.37940001487731934},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.37940001487731934},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.3684999942779541},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.32710000872612},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.3093999922275543},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.3091999888420105},{"id":"https://openalex.org/C188816634","wikidata":"https://www.wikidata.org/wiki/Q2113324","display_name":"Prospective cohort study","level":2,"score":0.29589998722076416},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.2946000099182129},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.28279998898506165},{"id":"https://openalex.org/C2988170871","wikidata":"https://www.wikidata.org/wiki/Q11000047","display_name":"Healthcare system","level":3,"score":0.2806999981403351},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.2754000127315521},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2720000147819519},{"id":"https://openalex.org/C2780387585","wikidata":"https://www.wikidata.org/wiki/Q4816772","display_name":"Reperfusion therapy","level":3,"score":0.2687999904155731},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.2655999958515167},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.26249998807907104},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.25769999623298645},{"id":"https://openalex.org/C191935318","wikidata":"https://www.wikidata.org/wiki/Q148","display_name":"China","level":2,"score":0.25189998745918274}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.31083/rcm51293","doi":"https://doi.org/10.31083/rcm51293","is_oa":true,"landing_page_url":"https://doi.org/10.31083/rcm51293","pdf_url":"https://storage.imrpress.com/IMR/2112820090890936300/application/2153-8174-27-10-51293.pdf","source":{"id":"https://openalex.org/S140574793","display_name":"Reviews in Cardiovascular Medicine","issn_l":"1530-6550","issn":["1530-6550","2153-8174"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","ki-jl-1","norway-1","oarl","poland-40","russia-white-list-1"],"host_organization":"https://openalex.org/P4310322753","host_organization_name":"IMR Press","host_organization_lineage":["https://openalex.org/P4310322753"],"host_organization_lineage_names":["IMR Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Reviews in Cardiovascular Medicine","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13732654","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13732654/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13732654/pdf/2153-8174-27-10-51293.pdf","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,"listed_in":[],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Rev Cardiovasc Med","raw_type":"Text"},{"id":"pmid:42985521","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42985521","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,"listed_in":[],"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":"Reviews in cardiovascular medicine","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.31083/rcm51293","doi":"https://doi.org/10.31083/rcm51293","is_oa":true,"landing_page_url":"https://doi.org/10.31083/rcm51293","pdf_url":"https://storage.imrpress.com/IMR/2112820090890936300/application/2153-8174-27-10-51293.pdf","source":{"id":"https://openalex.org/S140574793","display_name":"Reviews in Cardiovascular Medicine","issn_l":"1530-6550","issn":["1530-6550","2153-8174"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","ki-jl-1","norway-1","oarl","poland-40","russia-white-list-1"],"host_organization":"https://openalex.org/P4310322753","host_organization_name":"IMR Press","host_organization_lineage":["https://openalex.org/P4310322753"],"host_organization_lineage_names":["IMR Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Reviews in Cardiovascular Medicine","raw_type":"journal-article"},"sustainable_development_goals":[{"score":1.0,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G4441175926","display_name":null,"funder_award_id":"2021-RC-91","funder_id":"https://openalex.org/F4320329850","funder_display_name":"Innovation and Entrepreneurship Talent Project of Lanzhou"}],"funders":[{"id":"https://openalex.org/F4320322880","display_name":"Natural Science Foundation of Gansu Province","ror":null},{"id":"https://openalex.org/F4320329850","display_name":"Innovation and Entrepreneurship Talent Project of Lanzhou","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7225246747.pdf","grobid_xml":"https://content.openalex.org/works/W7225246747.grobid-xml"},"referenced_works_count":93,"referenced_works":["https://openalex.org/W33414067","https://openalex.org/W1973256293","https://openalex.org/W2034690624","https://openalex.org/W2078271269","https://openalex.org/W2094962207","https://openalex.org/W2095154949","https://openalex.org/W2096166126","https://openalex.org/W2105394813","https://openalex.org/W2112316706","https://openalex.org/W2114198397","https://openalex.org/W2124724401","https://openalex.org/W2165139489","https://openalex.org/W2484192585","https://openalex.org/W2517191031","https://openalex.org/W2553399360","https://openalex.org/W2750902029","https://openalex.org/W2772803673","https://openalex.org/W2783479379","https://openalex.org/W2792461032","https://openalex.org/W2792886281","https://openalex.org/W2805244451","https://openalex.org/W2806755415","https://openalex.org/W2902455571","https://openalex.org/W2903324678","https://openalex.org/W2907554860","https://openalex.org/W2915400351","https://openalex.org/W2916779824","https://openalex.org/W2982374880","https://openalex.org/W2996480032","https://openalex.org/W3011601869","https://openalex.org/W3045073904","https://openalex.org/W3093245804","https://openalex.org/W3109682927","https://openalex.org/W3113290048","https://openalex.org/W3130386836","https://openalex.org/W3134665742","https://openalex.org/W3135083987","https://openalex.org/W3147310958","https://openalex.org/W3171128524","https://openalex.org/W3177422702","https://openalex.org/W3197477307","https://openalex.org/W3199844774","https://openalex.org/W4205255698","https://openalex.org/W4207051106","https://openalex.org/W4221116884","https://openalex.org/W4225514501","https://openalex.org/W4280585270","https://openalex.org/W4280635506","https://openalex.org/W4281790554","https://openalex.org/W4284668931","https://openalex.org/W4296259938","https://openalex.org/W4296631245","https://openalex.org/W4301586400","https://openalex.org/W4306888886","https://openalex.org/W4307901267","https://openalex.org/W4308414200","https://openalex.org/W4310299456","https://openalex.org/W4311145809","https://openalex.org/W4311180575","https://openalex.org/W4311848680","https://openalex.org/W4366276659","https://openalex.org/W4378228622","https://openalex.org/W4380990355","https://openalex.org/W4387393063","https://openalex.org/W4389043104","https://openalex.org/W4390104191","https://openalex.org/W4390747098","https://openalex.org/W4395045400","https://openalex.org/W4396790150","https://openalex.org/W4401714879","https://openalex.org/W4402554831","https://openalex.org/W4403376957","https://openalex.org/W4404338263","https://openalex.org/W4404920955","https://openalex.org/W4405940877","https://openalex.org/W4407062002","https://openalex.org/W4408251588","https://openalex.org/W4408589492","https://openalex.org/W4408921407","https://openalex.org/W4409274431","https://openalex.org/W4409945994","https://openalex.org/W4410547098","https://openalex.org/W4410722181","https://openalex.org/W4411180055","https://openalex.org/W4411842646","https://openalex.org/W4412493896","https://openalex.org/W4413001452","https://openalex.org/W4413312685","https://openalex.org/W4414069352","https://openalex.org/W4414083376","https://openalex.org/W4414127556","https://openalex.org/W4415237388","https://openalex.org/W4415243855"],"related_works":["https://openalex.org/W4408251588","https://openalex.org/W4414083376","https://openalex.org/W2786645280","https://openalex.org/W4412053828","https://openalex.org/W7205003810","https://openalex.org/W4285040988","https://openalex.org/W3196355688","https://openalex.org/W2794092175","https://openalex.org/W4406334109","https://openalex.org/W2068435120"],"abstract_inverted_index":{"Acute":[0],"myocardial":[1],"infarction":[2],"remains":[3,20],"a":[4,194],"leading":[5],"cause":[6],"of":[7,47,89],"cardiovascular":[8],"mortality":[9,19,30],"worldwide.":[10],"Although":[11],"reperfusion":[12],"therapy":[13],"has":[14],"improved":[15,228],"short-term":[16],"outcomes,":[17],"in-hospital":[18],"high,":[21],"particularly":[22,77],"among":[23],"patients":[24,144],"with":[25,134,145],"complex":[26],"conditions.":[27],"Therefore,":[28,190],"accurate":[29],"prediction":[31],"models":[32,49,64,73],"are":[33],"essential":[34],"for":[35,251],"optimizing":[36],"clinical":[37,82,114,188],"decision-making":[38],"and":[39,80,97,131,143,153,181,200,212,215,233],"individualized":[40],"management.":[41],"This":[42],"review":[43],"summarizes":[44],"the":[45,51,87,101],"evolution":[46],"these":[48,253],"over":[50],"past":[52],"two":[53],"decades,":[54],"from":[55],"traditional":[56,71],"statistical":[57,72],"methods":[58],"to":[59,150,236],"machine":[60],"learning.":[61],"Indeed,":[62],"machine-learning":[63],"may":[65,167],"achieve":[66],"slightly":[67],"higher":[68,98],"discrimination":[69],"than":[70,95],"in":[74],"selected":[75],"datasets,":[76],"when":[78],"high-dimensional":[79],"nonlinear":[81],"information":[83],"is":[84,91,123,148],"available.":[85],"However,":[86],"magnitude":[88],"improvement":[90],"often":[92],"incremental":[93],"rather":[94],"transformative,":[96],"area":[99],"under":[100],"curve":[102],"(AUC)":[103],"values":[104],"do":[105],"not":[106],"necessarily":[107],"indicate":[108,120],"better":[109],"calibration,":[110,161],"interpretability,":[111,229],"transportability,":[112],"or":[113,162],"utility.":[115],"Multicenter":[116],"external":[117],"validation":[118],"studies":[119],"that":[121],"performance":[122],"influenced":[124],"by":[125],"population":[126],"heterogeneity,":[127],"evolving":[128],"treatment":[129],"strategies,":[130],"data":[132,173,199,224],"quality,":[133],"notable":[135],"variation":[136],"across":[137,240],"subgroups,":[138],"including":[139],"Asian":[140],"patients,":[141],"women,":[142],"diabetes.":[146],"Recalibration":[147],"key":[149],"improving":[151],"transportability":[152],"can":[154,185],"be":[155],"achieved":[156],"through":[157],"intercept":[158],"adjustment,":[159],"slope":[160],"model":[163,210],"reconstruction;":[164],"dynamic":[165],"updating":[166],"help":[168],"maintain":[169],"long-term":[170],"performance.":[171],"Inadequate":[172],"standardization,":[174],"concerns":[175],"regarding":[176],"black-box":[177],"models,":[178],"workflow":[179],"misalignment,":[180],"limited":[182],"policy":[183],"support":[184,237],"all":[186],"constrain":[187],"implementation.":[189],"this":[191],"study":[192],"proposes":[193],"technology-clinical-management":[195],"pathway:":[196],"promoting":[197],"standardized":[198],"federated":[201],"learning,":[202],"building":[203],"lightweight":[204],"interpretable":[205],"embedded":[206],"decision":[207],"support,":[208],"establishing":[209],"registration/certification":[211],"reimbursement":[213],"linkages,":[214],"strengthening":[216],"multidisciplinary":[217],"training.":[218],"Future":[219],"work":[220],"should":[221],"prioritize":[222],"multimodal":[223],"fusion,":[225],"real-time":[226],"prediction,":[227],"multicenter":[230],"prospective":[231],"validation,":[232],"cost-effectiveness":[234],"assessment":[235],"safe":[238],"implementation":[239],"diverse":[241],"healthcare":[242],"systems.":[243],"Notably,":[244],"China":[245],"represents":[246],"an":[247],"important":[248],"regional":[249],"context":[250],"evaluating":[252],"strategies.":[254]},"counts_by_year":[],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2026-11-05T00:00:00"}