{"id":"https://openalex.org/W4388825737","doi":"https://doi.org/10.1186/s12911-023-02371-5","title":"Interpretable prediction of 3-year all-cause mortality in patients with chronic heart failure based on machine learning","display_name":"Interpretable prediction of 3-year all-cause mortality in patients with chronic heart failure based on machine learning","publication_year":2023,"publication_date":"2023-11-20","ids":{"openalex":"https://openalex.org/W4388825737","doi":"https://doi.org/10.1186/s12911-023-02371-5","pmid":"https://pubmed.ncbi.nlm.nih.gov/37985996"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-023-02371-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-023-02371-5","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-023-02371-5","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","license_id":"https://openalex.org/licenses/cc-by","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://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-023-02371-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101228194","display_name":"Chenggong Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210120169","display_name":"First Affiliated Hospital of Kunming Medical University","ror":"https://ror.org/02g01ht84","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210120169"]},{"id":"https://openalex.org/I26080491","display_name":"Kunming Medical University","ror":"https://ror.org/038c3w259","country_code":"CN","type":"education","lineage":["https://openalex.org/I26080491"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chenggong Xu","raw_affiliation_strings":["The First Affiliated Hospital of Kunming Medical University, Kunming, China"],"affiliations":[{"raw_affiliation_string":"The First Affiliated Hospital of Kunming Medical University, Kunming, China","institution_ids":["https://openalex.org/I4210120169","https://openalex.org/I26080491"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100383791","display_name":"Hongxia Li","orcid":"https://orcid.org/0000-0002-6475-0906"},"institutions":[{"id":"https://openalex.org/I4210120169","display_name":"First Affiliated Hospital of Kunming Medical University","ror":"https://ror.org/02g01ht84","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210120169"]},{"id":"https://openalex.org/I26080491","display_name":"Kunming Medical University","ror":"https://ror.org/038c3w259","country_code":"CN","type":"education","lineage":["https://openalex.org/I26080491"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongxia Li","raw_affiliation_strings":["The First Affiliated Hospital of Kunming Medical University, Kunming, China"],"affiliations":[{"raw_affiliation_string":"The First Affiliated Hospital of Kunming Medical University, Kunming, China","institution_ids":["https://openalex.org/I4210120169","https://openalex.org/I26080491"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037915634","display_name":"Jianping Yang","orcid":"https://orcid.org/0000-0001-5431-3457"},"institutions":[{"id":"https://openalex.org/I195019228","display_name":"Yunnan Agricultural University","ror":"https://ror.org/04dpa3g90","country_code":"CN","type":"education","lineage":["https://openalex.org/I195019228"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianping Yang","raw_affiliation_strings":["College of Big Data, Yunnan Agricultural University, Kunming, China"],"affiliations":[{"raw_affiliation_string":"College of Big Data, Yunnan Agricultural University, Kunming, China","institution_ids":["https://openalex.org/I195019228"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020211114","display_name":"Yunzhu Peng","orcid":"https://orcid.org/0000-0003-1908-987X"},"institutions":[{"id":"https://openalex.org/I26080491","display_name":"Kunming Medical University","ror":"https://ror.org/038c3w259","country_code":"CN","type":"education","lineage":["https://openalex.org/I26080491"]},{"id":"https://openalex.org/I4210120169","display_name":"First Affiliated Hospital of Kunming Medical University","ror":"https://ror.org/02g01ht84","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210120169"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunzhu Peng","raw_affiliation_strings":["The First Affiliated Hospital of Kunming Medical University, Kunming, China"],"affiliations":[{"raw_affiliation_string":"The First Affiliated Hospital of Kunming Medical University, Kunming, China","institution_ids":["https://openalex.org/I4210120169","https://openalex.org/I26080491"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049021827","display_name":"Hongyan Cai","orcid":"https://orcid.org/0000-0002-5955-9955"},"institutions":[{"id":"https://openalex.org/I26080491","display_name":"Kunming Medical University","ror":"https://ror.org/038c3w259","country_code":"CN","type":"education","lineage":["https://openalex.org/I26080491"]},{"id":"https://openalex.org/I4210120169","display_name":"First Affiliated Hospital of Kunming Medical University","ror":"https://ror.org/02g01ht84","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210120169"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongyan Cai","raw_affiliation_strings":["The First Affiliated Hospital of Kunming Medical University, Kunming, China"],"affiliations":[{"raw_affiliation_string":"The First Affiliated Hospital of Kunming Medical University, Kunming, China","institution_ids":["https://openalex.org/I4210120169","https://openalex.org/I26080491"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110289345","display_name":"Jing Zhou","orcid":"https://orcid.org/0009-0001-2331-9394"},"institutions":[{"id":"https://openalex.org/I26080491","display_name":"Kunming Medical University","ror":"https://ror.org/038c3w259","country_code":"CN","type":"education","lineage":["https://openalex.org/I26080491"]},{"id":"https://openalex.org/I4210120169","display_name":"First Affiliated Hospital of Kunming Medical University","ror":"https://ror.org/02g01ht84","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210120169"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Zhou","raw_affiliation_strings":["The First Affiliated Hospital of Kunming Medical University, Kunming, China"],"affiliations":[{"raw_affiliation_string":"The First Affiliated Hospital of Kunming Medical University, Kunming, China","institution_ids":["https://openalex.org/I4210120169","https://openalex.org/I26080491"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100778875","display_name":"Wen Gu","orcid":"https://orcid.org/0000-0002-1615-6064"},"institutions":[{"id":"https://openalex.org/I26080491","display_name":"Kunming Medical University","ror":"https://ror.org/038c3w259","country_code":"CN","type":"education","lineage":["https://openalex.org/I26080491"]},{"id":"https://openalex.org/I4210120169","display_name":"First Affiliated Hospital of Kunming Medical University","ror":"https://ror.org/02g01ht84","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210120169"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenyi Gu","raw_affiliation_strings":["The First Affiliated Hospital of Kunming Medical University, Kunming, China"],"affiliations":[{"raw_affiliation_string":"The First Affiliated Hospital of Kunming Medical University, Kunming, China","institution_ids":["https://openalex.org/I4210120169","https://openalex.org/I26080491"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009181490","display_name":"Lixing Chen","orcid":"https://orcid.org/0000-0002-0746-6706"},"institutions":[{"id":"https://openalex.org/I26080491","display_name":"Kunming Medical University","ror":"https://ror.org/038c3w259","country_code":"CN","type":"education","lineage":["https://openalex.org/I26080491"]},{"id":"https://openalex.org/I4210120169","display_name":"First Affiliated Hospital of Kunming Medical University","ror":"https://ror.org/02g01ht84","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210120169"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lixing Chen","raw_affiliation_strings":["The First Affiliated Hospital of Kunming Medical University, Kunming, China. ydyyclx@163.com","The First Affiliated Hospital of Kunming Medical University, Kunming, China"],"affiliations":[{"raw_affiliation_string":"The First Affiliated Hospital of Kunming Medical University, Kunming, China. ydyyclx@163.com","institution_ids":[]},{"raw_affiliation_string":"The First Affiliated Hospital of Kunming Medical University, Kunming, China","institution_ids":["https://openalex.org/I4210120169","https://openalex.org/I26080491"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5101228194"],"corresponding_institution_ids":["https://openalex.org/I26080491","https://openalex.org/I4210120169"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":6.5063,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.96732826,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"23","issue":"1","first_page":"267","last_page":"267"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9922999739646912,"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":0.9922999739646912,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9907000064849854,"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"}},{"id":"https://openalex.org/T10198","display_name":"Heart Failure Treatment and Management","score":0.973800003528595,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6891881227493286},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6713134050369263},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6567156314849854},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.652984082698822},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.6280746459960938},{"id":"https://openalex.org/keywords/heart-failure","display_name":"Heart failure","score":0.5763012170791626},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.5709103345870972},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.5403262972831726},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.38441577553749084},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2646012306213379},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.25107163190841675}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6891881227493286},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6713134050369263},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6567156314849854},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.652984082698822},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.6280746459960938},{"id":"https://openalex.org/C2778198053","wikidata":"https://www.wikidata.org/wiki/Q181754","display_name":"Heart failure","level":2,"score":0.5763012170791626},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.5709103345870972},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5403262972831726},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.38441577553749084},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2646012306213379},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.25107163190841675}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","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":"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":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-023-02371-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-023-02371-5","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-023-02371-5","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:37985996","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37985996","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:pubmedcentral.nih.gov:10662001","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10662001","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10662001/pdf/12911_2023_Article_2371.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Inform Decis Mak","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:9d009d34085f4533996211568fe2f5d8","is_oa":true,"landing_page_url":"https://doaj.org/article/9d009d34085f4533996211568fe2f5d8","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 23, Iss 1, Pp 1-12 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12911-023-02371-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-023-02371-5","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-023-02371-5","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8999999761581421,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322268","display_name":"Kunming Medical University","ror":"https://ror.org/038c3w259"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4388825737.pdf"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W1951132801","https://openalex.org/W2001984572","https://openalex.org/W2030114923","https://openalex.org/W2072727975","https://openalex.org/W2103679597","https://openalex.org/W2126495538","https://openalex.org/W2138377896","https://openalex.org/W2240025595","https://openalex.org/W2549885908","https://openalex.org/W2550838972","https://openalex.org/W2565720428","https://openalex.org/W2610602137","https://openalex.org/W2618851150","https://openalex.org/W2624368329","https://openalex.org/W2739315321","https://openalex.org/W2763547670","https://openalex.org/W2765937888","https://openalex.org/W2768979437","https://openalex.org/W2786071156","https://openalex.org/W2806493639","https://openalex.org/W2892741787","https://openalex.org/W2895527684","https://openalex.org/W2921640008","https://openalex.org/W2944923154","https://openalex.org/W2955463148","https://openalex.org/W2970695160","https://openalex.org/W2974973366","https://openalex.org/W2999615587","https://openalex.org/W3004347182","https://openalex.org/W3013428493","https://openalex.org/W3084231313","https://openalex.org/W3092887314","https://openalex.org/W3101087848","https://openalex.org/W3117705485","https://openalex.org/W3153550236","https://openalex.org/W3188788033","https://openalex.org/W3196831580","https://openalex.org/W3201540941","https://openalex.org/W3208931624","https://openalex.org/W4238806542","https://openalex.org/W4238907867","https://openalex.org/W7056800727"],"related_works":["https://openalex.org/W4367336074","https://openalex.org/W4379620016","https://openalex.org/W3154045278","https://openalex.org/W3210764983","https://openalex.org/W4367335949","https://openalex.org/W4367335965","https://openalex.org/W4385574838","https://openalex.org/W4367335937","https://openalex.org/W4285162676","https://openalex.org/W4382052559"],"abstract_inverted_index":{"The":[0],"machine":[1],"learning-based":[2],"cardiovascular":[3],"risk":[4,16,43],"models":[5],"could":[6,36],"be":[7],"used":[8],"to":[9],"accurately":[10],"assess":[11],"and":[12,32,45],"stratify":[13],"the":[14,33,52],"3-year":[15],"of":[17,41,51,54],"all-cause":[18],"mortality":[19],"among":[20],"CHF":[21],"patients.":[22],"Machine":[23],"learning":[24],"in":[25],"combination":[26],"with":[27],"permutation":[28],"importance,":[29],"PDP":[30],"plots,":[31],"SHAP":[34],"value":[35],"offer":[37],"a":[38],"clear":[39],"explanation":[40],"individual":[42],"prediction":[44],"give":[46],"doctors":[47],"an":[48],"intuitive":[49],"knowledge":[50],"functions":[53],"important":[55],"model":[56],"components.":[57]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":6}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}
