{"id":"https://openalex.org/W4394808562","doi":"https://doi.org/10.1186/s12911-024-02497-0","title":"Identifying subgroups in heart failure patients with multimorbidity by clustering and network analysis","display_name":"Identifying subgroups in heart failure patients with multimorbidity by clustering and network analysis","publication_year":2024,"publication_date":"2024-04-15","ids":{"openalex":"https://openalex.org/W4394808562","doi":"https://doi.org/10.1186/s12911-024-02497-0","pmid":"https://pubmed.ncbi.nlm.nih.gov/38622703"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-024-02497-0","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-024-02497-0","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-024-02497-0","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/s12911-024-02497-0","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037745385","display_name":"Catarina Martins","orcid":"https://orcid.org/0000-0003-0353-0421"},"institutions":[{"id":"https://openalex.org/I203847022","display_name":"Instituto Polit\u00e9cnico de Lisboa","ror":"https://ror.org/04ea70f07","country_code":"PT","type":"education","lineage":["https://openalex.org/I203847022"]},{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]},{"id":"https://openalex.org/I121345201","display_name":"Instituto de Engenharia de Sistemas e Computadores Investiga\u00e7\u00e3o e Desenvolvimento","ror":"https://ror.org/04mqy3p58","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I121345201","https://openalex.org/I4210125590"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Catarina Martins","raw_affiliation_strings":["INESC-ID, Lisboa, Portugal","Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INESC-ID, Lisboa, Portugal","institution_ids":["https://openalex.org/I121345201"]},{"raw_affiliation_string":"Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisboa, Portugal","institution_ids":["https://openalex.org/I203847022","https://openalex.org/I141596103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032040516","display_name":"Bernardo Neves","orcid":"https://orcid.org/0000-0002-1559-7482"},"institutions":[{"id":"https://openalex.org/I121345201","display_name":"Instituto de Engenharia de Sistemas e Computadores Investiga\u00e7\u00e3o e Desenvolvimento","ror":"https://ror.org/04mqy3p58","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I121345201","https://openalex.org/I4210125590"]},{"id":"https://openalex.org/I203847022","display_name":"Instituto Polit\u00e9cnico de Lisboa","ror":"https://ror.org/04ea70f07","country_code":"PT","type":"education","lineage":["https://openalex.org/I203847022"]},{"id":"https://openalex.org/I4210128540","display_name":"Hospital da Luz","ror":"https://ror.org/03jpm9j23","country_code":"PT","type":"healthcare","lineage":["https://openalex.org/I4210128540"]},{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Bernardo Neves","raw_affiliation_strings":["Hospital da Luz Learning Health, Luz Sa\u00fade, Lisboa, Portugal. bernardoneves@tecnico.ulisboa.pt","Hospital da Luz Lisboa, Internal Medicine, Luz Sa\u00fade, Lisboa, Portugal. bernardoneves@tecnico.ulisboa.pt","Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisboa, Portugal. bernardoneves@tecnico.ulisboa.pt","Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital da Luz Learning Health, Luz Sa\u00fade, Lisboa, Portugal. bernardoneves@tecnico.ulisboa.pt","institution_ids":["https://openalex.org/I4210128540"]},{"raw_affiliation_string":"Hospital da Luz Lisboa, Internal Medicine, Luz Sa\u00fade, Lisboa, Portugal. bernardoneves@tecnico.ulisboa.pt","institution_ids":["https://openalex.org/I4210128540"]},{"raw_affiliation_string":"Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisboa, Portugal. bernardoneves@tecnico.ulisboa.pt","institution_ids":["https://openalex.org/I121345201"]},{"raw_affiliation_string":"Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisboa, Portugal","institution_ids":["https://openalex.org/I203847022","https://openalex.org/I141596103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026558834","display_name":"Andreia Sofia Teixeira","orcid":"https://orcid.org/0000-0002-2758-1891"},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]},{"id":"https://openalex.org/I4210128540","display_name":"Hospital da Luz","ror":"https://ror.org/03jpm9j23","country_code":"PT","type":"healthcare","lineage":["https://openalex.org/I4210128540"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Andreia Sofia Teixeira","raw_affiliation_strings":["Hospital da Luz Learning Health, Luz Sa\u00fade, Lisboa, Portugal","LASIGE and Departamento de Inform\u00e1tica, Faculdade de Ci\u00eancias, Universidade de Lisboa, Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital da Luz Learning Health, Luz Sa\u00fade, Lisboa, Portugal","institution_ids":["https://openalex.org/I4210128540"]},{"raw_affiliation_string":"LASIGE and Departamento de Inform\u00e1tica, Faculdade de Ci\u00eancias, Universidade de Lisboa, Lisboa, Portugal","institution_ids":["https://openalex.org/I141596103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090674932","display_name":"Miguel Froes","orcid":null},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]},{"id":"https://openalex.org/I203847022","display_name":"Instituto Polit\u00e9cnico de Lisboa","ror":"https://ror.org/04ea70f07","country_code":"PT","type":"education","lineage":["https://openalex.org/I203847022"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Miguel Froes","raw_affiliation_strings":["Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisboa, Portugal","institution_ids":["https://openalex.org/I203847022","https://openalex.org/I141596103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011026464","display_name":"Pedro Sarmento","orcid":"https://orcid.org/0000-0002-5970-2707"},"institutions":[{"id":"https://openalex.org/I4210128540","display_name":"Hospital da Luz","ror":"https://ror.org/03jpm9j23","country_code":"PT","type":"healthcare","lineage":["https://openalex.org/I4210128540"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Pedro Sarmento","raw_affiliation_strings":["Hospital da Luz Lisboa, Internal Medicine, Luz Sa\u00fade, Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital da Luz Lisboa, Internal Medicine, Luz Sa\u00fade, Lisboa, Portugal","institution_ids":["https://openalex.org/I4210128540"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058895921","display_name":"Jaime Machado","orcid":null},"institutions":[{"id":"https://openalex.org/I4210128540","display_name":"Hospital da Luz","ror":"https://ror.org/03jpm9j23","country_code":"PT","type":"healthcare","lineage":["https://openalex.org/I4210128540"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Jaime Machado","raw_affiliation_strings":["Hospital da Luz Learning Health, Luz Sa\u00fade, Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital da Luz Learning Health, Luz Sa\u00fade, Lisboa, Portugal","institution_ids":["https://openalex.org/I4210128540"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113178009","display_name":"Carlos A. Magalh\u00e3es","orcid":null},"institutions":[{"id":"https://openalex.org/I4210128540","display_name":"Hospital da Luz","ror":"https://ror.org/03jpm9j23","country_code":"PT","type":"healthcare","lineage":["https://openalex.org/I4210128540"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Carlos\u00a0A. Magalh\u00e3es","raw_affiliation_strings":["Hospital da Luz Learning Health, Luz Sa\u00fade, Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital da Luz Learning Health, Luz Sa\u00fade, Lisboa, Portugal","institution_ids":["https://openalex.org/I4210128540"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022985707","display_name":"Nuno Silva","orcid":"https://orcid.org/0000-0003-4216-2107"},"institutions":[{"id":"https://openalex.org/I4210128540","display_name":"Hospital da Luz","ror":"https://ror.org/03jpm9j23","country_code":"PT","type":"healthcare","lineage":["https://openalex.org/I4210128540"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Nuno\u00a0A. Silva","raw_affiliation_strings":["Hospital da Luz Learning Health, Luz Sa\u00fade, Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital da Luz Learning Health, Luz Sa\u00fade, Lisboa, Portugal","institution_ids":["https://openalex.org/I4210128540"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043057704","display_name":"M\u00e1rio J. Silva","orcid":"https://orcid.org/0000-0002-5452-6185"},"institutions":[{"id":"https://openalex.org/I203847022","display_name":"Instituto Polit\u00e9cnico de Lisboa","ror":"https://ror.org/04ea70f07","country_code":"PT","type":"education","lineage":["https://openalex.org/I203847022"]},{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]},{"id":"https://openalex.org/I121345201","display_name":"Instituto de Engenharia de Sistemas e Computadores Investiga\u00e7\u00e3o e Desenvolvimento","ror":"https://ror.org/04mqy3p58","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I121345201","https://openalex.org/I4210125590"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"M\u00e1rio\u00a0J. Silva","raw_affiliation_strings":["INESC-ID, Lisboa, Portugal","Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INESC-ID, Lisboa, Portugal","institution_ids":["https://openalex.org/I121345201"]},{"raw_affiliation_string":"Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisboa, Portugal","institution_ids":["https://openalex.org/I203847022","https://openalex.org/I141596103"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003445044","display_name":"Francisca Leite","orcid":"https://orcid.org/0000-0003-2550-2616"},"institutions":[{"id":"https://openalex.org/I4210128540","display_name":"Hospital da Luz","ror":"https://ror.org/03jpm9j23","country_code":"PT","type":"healthcare","lineage":["https://openalex.org/I4210128540"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Francisca Leite","raw_affiliation_strings":["Hospital da Luz Learning Health, Luz Sa\u00fade, Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital da Luz Learning Health, Luz Sa\u00fade, Lisboa, Portugal","institution_ids":["https://openalex.org/I4210128540"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5037745385"],"corresponding_institution_ids":["https://openalex.org/I121345201","https://openalex.org/I141596103","https://openalex.org/I203847022"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":4.259,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.94817021,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"24","issue":"1","first_page":"95","last_page":"95"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12246","display_name":"Chronic Disease Management Strategies","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T12246","display_name":"Chronic Disease Management Strategies","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T10198","display_name":"Heart Failure Treatment and Management","score":0.9977999925613403,"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/T10401","display_name":"Diabetes Treatment and Management","score":0.9818000197410583,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/multimorbidity","display_name":"Multimorbidity","score":0.721499502658844},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6969422101974487},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.5751634836196899},{"id":"https://openalex.org/keywords/comorbidity","display_name":"Comorbidity","score":0.5676995515823364},{"id":"https://openalex.org/keywords/medical-prescription","display_name":"Medical prescription","score":0.49707987904548645},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.49584588408470154},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.48027944564819336},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4779205918312073},{"id":"https://openalex.org/keywords/heart-failure","display_name":"Heart failure","score":0.4411907196044922},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.3710300326347351},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.3221029043197632},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.3117285966873169},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.19165724515914917},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.12417596578598022},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.12378847599029541},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.11576831340789795}],"concepts":[{"id":"https://openalex.org/C2909273474","wikidata":"https://www.wikidata.org/wiki/Q1952420","display_name":"Multimorbidity","level":3,"score":0.721499502658844},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6969422101974487},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.5751634836196899},{"id":"https://openalex.org/C2779159551","wikidata":"https://www.wikidata.org/wiki/Q1414874","display_name":"Comorbidity","level":2,"score":0.5676995515823364},{"id":"https://openalex.org/C2426938","wikidata":"https://www.wikidata.org/wiki/Q3355478","display_name":"Medical prescription","level":2,"score":0.49707987904548645},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.49584588408470154},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.48027944564819336},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4779205918312073},{"id":"https://openalex.org/C2778198053","wikidata":"https://www.wikidata.org/wiki/Q181754","display_name":"Heart failure","level":2,"score":0.4411907196044922},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.3710300326347351},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.3221029043197632},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.3117285966873169},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.19165724515914917},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.12417596578598022},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.12378847599029541},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.11576831340789795},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0},{"id":"https://openalex.org/C98274493","wikidata":"https://www.wikidata.org/wiki/Q128406","display_name":"Pharmacology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000076322","descriptor_name":"Multimorbidity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076322","descriptor_name":"Multimorbidity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076322","descriptor_name":"Multimorbidity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076322","descriptor_name":"Multimorbidity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076322","descriptor_name":"Multimorbidity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000453","qualifier_name":"epidemiology","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015897","descriptor_name":"Comorbidity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015897","descriptor_name":"Comorbidity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015897","descriptor_name":"Comorbidity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015897","descriptor_name":"Comorbidity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015897","descriptor_name":"Comorbidity","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},{"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/s12911-024-02497-0","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-024-02497-0","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-024-02497-0","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:38622703","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38622703","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:11020914","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11020914","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11020914/pdf/12911_2024_Article_2497.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,"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:4704a25a05e84941a4b17e81ee34e0d6","is_oa":true,"landing_page_url":"https://doaj.org/article/4704a25a05e84941a4b17e81ee34e0d6","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 24, Iss 1, Pp 1-14 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12911-024-02497-0","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-024-02497-0","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-024-02497-0","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":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.7200000286102295}],"awards":[{"id":"https://openalex.org/G1759428316","display_name":"LASIGE - Extreme Computing","funder_award_id":"UIDP/00408/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G2089664753","display_name":"LASIGE - Extreme Computing","funder_award_id":"UIDB/00408/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G2441341484","display_name":"Instituto de Engenharia de Sistemas e Computadores, Investiga\u00e7\u00e3o e Desenvolvimento em Lisboa","funder_award_id":"UIDB/50021/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G348855846","display_name":null,"funder_award_id":"LISBOA2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G3604284585","display_name":null,"funder_award_id":"ref. UIDB/00408/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G3838636553","display_name":null,"funder_award_id":"-01-0247-","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G4994111362","display_name":null,"funder_award_id":"LISBOA-01-0247-FEDER-045948","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G5532590969","display_name":null,"funder_award_id":"LISBOA-01-0247-FEDER-045948","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"}],"funders":[{"id":"https://openalex.org/F4320319180","display_name":"Carnegie Mellon Portugal","ror":null},{"id":"https://openalex.org/F4320334779","display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","ror":"https://ror.org/00snfqn58"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4394808562.pdf"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W1808652302","https://openalex.org/W1919216911","https://openalex.org/W1976196376","https://openalex.org/W1985059878","https://openalex.org/W1987971958","https://openalex.org/W2041031177","https://openalex.org/W2051224630","https://openalex.org/W2056884786","https://openalex.org/W2085487226","https://openalex.org/W2099368953","https://openalex.org/W2115108310","https://openalex.org/W2118883481","https://openalex.org/W2141019052","https://openalex.org/W2152415104","https://openalex.org/W2153947402","https://openalex.org/W2155018999","https://openalex.org/W2277588929","https://openalex.org/W2397911846","https://openalex.org/W2427094903","https://openalex.org/W2610602137","https://openalex.org/W2797120312","https://openalex.org/W2809080621","https://openalex.org/W2883261273","https://openalex.org/W2996906076","https://openalex.org/W3087406311","https://openalex.org/W3123512236","https://openalex.org/W3193598686","https://openalex.org/W4231410305","https://openalex.org/W4233287056","https://openalex.org/W4310461558","https://openalex.org/W4328007445"],"related_works":["https://openalex.org/W4288042276","https://openalex.org/W1978188354","https://openalex.org/W3141224953","https://openalex.org/W2361820086","https://openalex.org/W4392940440","https://openalex.org/W2417046997","https://openalex.org/W179885478","https://openalex.org/W4389670774","https://openalex.org/W2057894692","https://openalex.org/W2903186995"],"abstract_inverted_index":{"This":[0],"study":[1],"presents":[2],"a":[3,32,67],"workflow":[4],"for":[5,58,116,122],"identifying":[6],"and":[7,14,52,60,79,112],"characterizing":[8],"patients":[9,41,73,111],"with":[10,42,88],"Heart":[11],"Failure":[12],"(HF)":[13],"multimorbidity":[15,92],"utilizing":[16],"data":[17],"from":[18],"Electronic":[19],"Health":[20],"Records.":[21],"Multimorbidity,":[22],"the":[23,45,105,114,127],"co-occurrence":[24],"of":[25,40,70,119,129],"two":[26],"or":[27],"more":[28],"chronic":[29],"conditions,":[30],"poses":[31],"significant":[33,89],"challenge":[34],"on":[35],"healthcare":[36],"systems.":[37],"Nonetheless,":[38],"understanding":[39],"multimorbidity,":[43],"including":[44],"most":[46],"common":[47],"disease":[48,107],"interactions,":[49],"risk":[50,124],"factors,":[51],"treatment":[53],"responses,":[54],"remains":[55],"limited,":[56],"particularly":[57],"complex":[59],"heterogeneous":[61],"conditions":[62],"like":[63],"HF.":[64],"We":[65],"conducted":[66],"clustering":[68],"analysis":[69,83],"3745":[71],"HF":[72,110],"using":[74],"demographics,":[75],"comorbidities,":[76],"laboratory":[77],"values,":[78],"drug":[80],"prescriptions.":[81],"Our":[82],"revealed":[84],"four":[85],"distinct":[86],"clusters":[87],"differences":[90],"in":[91],"profiles":[93],"showing":[94],"differential":[95],"prognostic":[96],"implications":[97],"regarding":[98],"unplanned":[99],"hospital":[100],"admissions.":[101],"These":[102],"findings":[103],"underscore":[104],"considerable":[106],"heterogeneity":[108],"within":[109],"emphasize":[113],"potential":[115],"improved":[117],"characterization":[118],"patient":[120],"subgroups":[121],"clinical":[123],"stratification":[125],"through":[126],"use":[128],"EHR":[130],"data.":[131]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":3}],"updated_date":"2026-05-20T08:49:12.498775","created_date":"2025-10-10T00:00:00"}