{"id":"https://openalex.org/W1885841701","doi":"https://doi.org/10.1186/1472-6947-15-s3-s5","title":"A multi-layer monitoring system for clinical management of Congestive Heart Failure","display_name":"A multi-layer monitoring system for clinical management of Congestive Heart Failure","publication_year":2015,"publication_date":"2015-09-04","ids":{"openalex":"https://openalex.org/W1885841701","doi":"https://doi.org/10.1186/1472-6947-15-s3-s5","mag":"1885841701","pmid":"https://pubmed.ncbi.nlm.nih.gov/26391638"},"language":"en","primary_location":{"id":"doi:10.1186/1472-6947-15-s3-s5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-15-s3-s5","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-15-S3-S5","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/10.1186/1472-6947-15-S3-S5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074173838","display_name":"Gabriele Guidi","orcid":"https://orcid.org/0000-0002-1393-326X"},"institutions":[{"id":"https://openalex.org/I45084792","display_name":"University of Florence","ror":"https://ror.org/04jr1s763","country_code":"IT","type":"education","lineage":["https://openalex.org/I45084792"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Gabriele Guidi","raw_affiliation_strings":["Department of Information Engineering, Universit\u00e0 degli Studi di Firenze, Via di S. Marta 3, Florence, 50139, Italy","university of Florence"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, Universit\u00e0 degli Studi di Firenze, Via di S. Marta 3, Florence, 50139, Italy","institution_ids":["https://openalex.org/I45084792"]},{"raw_affiliation_string":"university of Florence","institution_ids":["https://openalex.org/I45084792"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042785173","display_name":"Luca Pollonini","orcid":"https://orcid.org/0000-0003-2955-6355"},"institutions":[{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]},{"id":"https://openalex.org/I4210136895","display_name":"Institute for the Future","ror":"https://ror.org/049tcsg76","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210136895"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Luca Pollonini","raw_affiliation_strings":["Abramson Center for the Future of Health, University of Houston -- 300 Technology Building, Houston, TX, 77204, USA","Department of Engineering Technology, University of Houston -- 300 Technology Building, Houston, TX, 77204, USA","Department of Engineering Technology, University of Houston -- 300 Technology Building, Houston, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Abramson Center for the Future of Health, University of Houston -- 300 Technology Building, Houston, TX, 77204, USA","institution_ids":["https://openalex.org/I4210136895","https://openalex.org/I44461941"]},{"raw_affiliation_string":"Department of Engineering Technology, University of Houston -- 300 Technology Building, Houston, TX, 77204, USA","institution_ids":["https://openalex.org/I44461941"]},{"raw_affiliation_string":"Department of Engineering Technology, University of Houston -- 300 Technology Building, Houston, USA","institution_ids":["https://openalex.org/I44461941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035361188","display_name":"Clifford C. Dacso","orcid":"https://orcid.org/0000-0002-0710-1678"},"institutions":[{"id":"https://openalex.org/I4210136895","display_name":"Institute for the Future","ror":"https://ror.org/049tcsg76","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210136895"]},{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]},{"id":"https://openalex.org/I181547552","display_name":"Baylor College of Medicine","ror":"https://ror.org/02pttbw34","country_code":"US","type":"education","lineage":["https://openalex.org/I181547552","https://openalex.org/I2801539370"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Clifford C Dacso","raw_affiliation_strings":["Abramson Center for the Future of Health, University of Houston -- 300 Technology Building, Houston, TX, 77204, USA","Department of Molecular and Cellular Biology, Baylor College of Medicine, One Baylor Plaza, Houston, TX, 77030, USA","Department of Molecular and Cellular Biology, Baylor College of Medicine, One Baylor Plaza, Houston, USA","Abramson Center for the Future of Health, University of Houston -- 300 Technology Building, Houston, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Abramson Center for the Future of Health, University of Houston -- 300 Technology Building, Houston, TX, 77204, USA","institution_ids":["https://openalex.org/I4210136895","https://openalex.org/I44461941"]},{"raw_affiliation_string":"Department of Molecular and Cellular Biology, Baylor College of Medicine, One Baylor Plaza, Houston, TX, 77030, USA","institution_ids":["https://openalex.org/I181547552"]},{"raw_affiliation_string":"Department of Molecular and Cellular Biology, Baylor College of Medicine, One Baylor Plaza, Houston, USA","institution_ids":["https://openalex.org/I181547552"]},{"raw_affiliation_string":"Abramson Center for the Future of Health, University of Houston -- 300 Technology Building, Houston, USA","institution_ids":["https://openalex.org/I44461941"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072282430","display_name":"Ernesto Iadanza","orcid":"https://orcid.org/0000-0002-7291-4990"},"institutions":[{"id":"https://openalex.org/I45084792","display_name":"University of Florence","ror":"https://ror.org/04jr1s763","country_code":"IT","type":"education","lineage":["https://openalex.org/I45084792"]},{"id":"https://openalex.org/I4210092323","display_name":"Nello Carrara Institute of Applied Physics","ror":"https://ror.org/00dqega85","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210092323","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ernesto Iadanza","raw_affiliation_strings":["Department of Information Engineering, Universit\u00e0 degli Studi di Firenze, Via di S. Marta 3, Florence, 50139, Italy","ICON Foundation, Via Nello Carrara 1, Sesto Fiorentino, 50019, Italy","University of Florence"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, Universit\u00e0 degli Studi di Firenze, Via di S. Marta 3, Florence, 50139, Italy","institution_ids":["https://openalex.org/I45084792"]},{"raw_affiliation_string":"ICON Foundation, Via Nello Carrara 1, Sesto Fiorentino, 50019, Italy","institution_ids":["https://openalex.org/I4210092323"]},{"raw_affiliation_string":"University of Florence","institution_ids":["https://openalex.org/I45084792"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5074173838"],"corresponding_institution_ids":["https://openalex.org/I45084792"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":1.5238,"has_fulltext":true,"cited_by_count":39,"citation_normalized_percentile":{"value":0.8366058,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"15","issue":"S3","first_page":"S5","last_page":"S5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.3328000009059906,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.3328000009059906,"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.14489999413490295,"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/T10198","display_name":"Heart Failure Treatment and Management","score":0.12030000239610672,"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/heart-failure","display_name":"Heart failure","score":0.8002814054489136},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6783240437507629},{"id":"https://openalex.org/keywords/decompensation","display_name":"Decompensation","score":0.6212370991706848},{"id":"https://openalex.org/keywords/clinical-decision-support-system","display_name":"Clinical decision support system","score":0.4865385591983795},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.4662576913833618},{"id":"https://openalex.org/keywords/remote-patient-monitoring","display_name":"Remote patient monitoring","score":0.43931201100349426},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.3948279023170471},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.36709633469581604},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3045991361141205},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.3027181029319763},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21509027481079102},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.08544233441352844}],"concepts":[{"id":"https://openalex.org/C2778198053","wikidata":"https://www.wikidata.org/wiki/Q181754","display_name":"Heart failure","level":2,"score":0.8002814054489136},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6783240437507629},{"id":"https://openalex.org/C2778721985","wikidata":"https://www.wikidata.org/wiki/Q1183680","display_name":"Decompensation","level":2,"score":0.6212370991706848},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.4865385591983795},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.4662576913833618},{"id":"https://openalex.org/C175079658","wikidata":"https://www.wikidata.org/wiki/Q7312165","display_name":"Remote patient monitoring","level":2,"score":0.43931201100349426},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.3948279023170471},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.36709633469581604},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3045991361141205},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.3027181029319763},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21509027481079102},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.08544233441352844}],"mesh":[{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","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":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019468","descriptor_name":"Disease Management","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019468","descriptor_name":"Disease Management","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019468","descriptor_name":"Disease Management","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019468","descriptor_name":"Disease Management","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1186/1472-6947-15-s3-s5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-15-s3-s5","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-15-S3-S5","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:26391638","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26391638","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:flore.unifi.it:2158/1008797","is_oa":true,"landing_page_url":"http://hdl.handle.net/2158/1008797","pdf_url":null,"source":{"id":"https://openalex.org/S4306402033","display_name":"Florence Research (University of Florence)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45084792","host_organization_name":"University of Florence","host_organization_lineage":["https://openalex.org/I45084792"],"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":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pubmedcentral.nih.gov:4705509","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4705509","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","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:usiena-air.unisi.it:11365/1201452","is_oa":true,"landing_page_url":"http://bmcmedinformdecismak.biomedcentral.com/articles/10.1186/1472-6947-15-S3-S5","pdf_url":null,"source":{"id":"https://openalex.org/S4377196319","display_name":"Use Siena air (University of Siena)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I102064193","host_organization_name":"University of Siena","host_organization_lineage":["https://openalex.org/I102064193"],"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":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1186/1472-6947-15-s3-s5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-15-s3-s5","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-15-S3-S5","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","score":0.8299999833106995,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1885841701.pdf","grobid_xml":"https://content.openalex.org/works/W1885841701.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W76515503","https://openalex.org/W193161658","https://openalex.org/W196215128","https://openalex.org/W649083314","https://openalex.org/W1507525730","https://openalex.org/W1978709382","https://openalex.org/W1986697782","https://openalex.org/W1994671464","https://openalex.org/W2024305570","https://openalex.org/W2035510150","https://openalex.org/W2042563030","https://openalex.org/W2046150795","https://openalex.org/W2057242849","https://openalex.org/W2058837938","https://openalex.org/W2097377402","https://openalex.org/W2102423296","https://openalex.org/W2106742300","https://openalex.org/W2113833641","https://openalex.org/W2119340816","https://openalex.org/W2124640868","https://openalex.org/W2145909137","https://openalex.org/W2160865775","https://openalex.org/W2162800060","https://openalex.org/W2178738676","https://openalex.org/W2185018701","https://openalex.org/W2538070390","https://openalex.org/W2911964244","https://openalex.org/W3140776083","https://openalex.org/W3143503530","https://openalex.org/W4211082352","https://openalex.org/W4245498701","https://openalex.org/W6609347436"],"related_works":["https://openalex.org/W2037702447","https://openalex.org/W4379115114","https://openalex.org/W2046929026","https://openalex.org/W2779278343","https://openalex.org/W1996434451","https://openalex.org/W1569026615","https://openalex.org/W2791725133","https://openalex.org/W2338117633","https://openalex.org/W2112831187","https://openalex.org/W2122149485"],"abstract_inverted_index":{"BACKGROUND:":[0],"Congestive":[1],"Heart":[2,207],"Failure":[3],"(CHF)":[4],"is":[5,277],"a":[6,89,94,122,137,165,205,250,386],"serious":[7,272],"cardiac":[8,67,95],"condition":[9],"that":[10,382],"brings":[11],"high":[12,291],"risks":[13],"of":[14,152,167,192,198,226,239,263,313,329,338,363],"urgent":[15],"hospitalization":[16,76],"and":[17,30,34,65,102,114,135,156,187,219,247,265,282,341,356],"death.":[18,78],"Remote":[19],"monitoring":[20,47,98,124],"systems":[21],"are":[22,81,315],"well-suited":[23],"to":[24,75,88,120,148,157],"managing":[25,62],"patients":[26,229,334],"suffering":[27],"from":[28,230,304,368,375,392],"CHF,":[29],"can":[31,73],"reduce":[32],"deaths":[33],"re-hospitalizations,":[35],"as":[36,70,243,351],"shown":[37],"by":[38,100,125,215],"the":[39,63,129,150,159,171,196,199,221,240,261,305,309,321,336,343,361,380,384],"literature,":[40],"including":[41],"multiple":[42],"systematic":[43],"reviews.":[44],"METHODS:":[45],"The":[46,253,270,300,327],"system":[48,312],"proposed":[49],"in":[50,61,195,249,259,267,274,288,320],"this":[51],"paper":[52],"aims":[53],"at":[54,106],"helping":[55],"CHF":[56,228,348,393],"stakeholders":[57],"make":[58],"appropriate":[59],"decisions":[60],"disease":[64],"preventing":[66],"events,":[68],"such":[69,350],"decompensation,":[71,290],"which":[72],"lead":[74],"or":[77],"Monitoring":[79],"activities":[80],"stratified":[82],"into":[83],"three":[84],"layers:":[85],"scheduled":[86],"visits":[87,99],"hospital":[90],"following":[91],"up":[92],"on":[93,164,212],"event,":[96],"home":[97,107],"nurses,":[101],"patient's":[103,123,200],"self-monitoring":[104],"performed":[105,204],"using":[108,142,308],"specialized":[109],"equipment.":[110],"Appropriate":[111],"hardware,":[112],"desktop":[113],"mobile":[115],"software":[116],"applications":[117],"were":[118],"developed":[119],"enable":[121],"all":[126],"stakeholders.":[127],"For":[128,170],"first":[130],"two":[131],"layers,":[132],"we":[133,378],"designed":[134],"implemented":[136],"Decision":[138],"Support":[139],"System":[140],"(DSS)":[141],"machine":[143],"learning":[144],"(Random":[145],"Forest":[146],"algorithm)":[147],"predict":[149],"number":[151,262],"decompensations":[153,264],"per":[154],"year":[155],"assess":[158],"heart":[160],"failure":[161],"severity":[162,268,275],"based":[163],"variety":[166],"clinical":[168],"data.":[169],"third":[172],"layer,":[173],"custom-designed":[174],"sensors":[175,314],"(the":[176],"Blue":[177,310],"Scale":[178,311],"system)":[179],"for":[180,389],"electrocardiogram":[181],"(EKG),":[182],"pulse":[183],"transit":[184],"times,":[185],"bio-impedance":[186],"weight":[188],"allowed":[189],"frequent":[190],"collection":[191],"CHF-related":[193],"data":[194],"comfort":[197],"home.":[201],"We":[202,235],"also":[203],"short-term":[206],"Rate":[208],"Variability":[209],"(HRV)":[210],"analysis":[211],"electrocardiograms":[213],"self-acquired":[214],"15":[216,227],"healthy":[217,324,369,391],"volunteers":[218,370],"compared":[220],"obtained":[222,254,374],"parameters":[223,302,367,373],"with":[224,279,294,317,332,360,371],"those":[225,318],"PhysioNet's":[231],"PhysioBank":[232,376],"archives.":[233],"RESULTS:":[234],"report":[236],"numerical":[237],"performances":[238],"DSS,":[241],"calculated":[242],"multiclass":[244],"accuracy,":[245],"sensitivity":[246,281,296],"specificity":[248,283,292],"10-fold":[251],"cross-validation.":[252],"average":[255],"accuracies":[256],"are:":[257],"71.9%":[258],"predicting":[260,289],"81.3%":[266],"assessment.":[269],"most":[271],"class":[273],"assessment":[276],"detected":[278],"good":[280,295],"(0.87":[284],"/":[285],"0.95),":[286],"while,":[287],"combined":[293],"prevents":[297],"false":[298],"alarms.":[299],"HRV":[301,366,372,385],"extracted":[303],"self-measured":[306],"EKG":[307],"comparable":[316],"reported":[319],"literature":[322,381],"about":[323],"people.":[325],"CONCLUSIONS:":[326],"performance":[328],"DSSs":[330],"trained":[331],"new":[333],"confirmed":[335],"results":[337],"previous":[339],"work,":[340],"emphasizes":[342],"strong":[344],"correlation":[345],"between":[346],"some":[347],"markers,":[349],"brain":[352],"natriuretic":[353],"peptide":[354],"(BNP)":[355],"ejection":[357],"fraction":[358],"(EF),":[359],"outputs":[362],"interest.":[364],"Comparing":[365],"archives,":[377],"confirm":[379],"considers":[383],"promising":[387],"method":[388],"distinguishing":[390],"patients.":[394]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":13},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":3}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}
