{"id":"https://openalex.org/W4206176656","doi":"https://doi.org/10.1109/bibm52615.2021.9669147","title":"Comparing the Predictive Power of Heart Failure Hospitalisation Risk Scores in the Diabetic Outpatient Clinic and Primary Care Settings","display_name":"Comparing the Predictive Power of Heart Failure Hospitalisation Risk Scores in the Diabetic Outpatient Clinic and Primary Care Settings","publication_year":2021,"publication_date":"2021-12-09","ids":{"openalex":"https://openalex.org/W4206176656","doi":"https://doi.org/10.1109/bibm52615.2021.9669147"},"language":"en","primary_location":{"id":"doi:10.1109/bibm52615.2021.9669147","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm52615.2021.9669147","pdf_url":null,"source":{"id":"https://openalex.org/S4363607735","display_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061667028","display_name":"Alessandro Guazzo","orcid":"https://orcid.org/0000-0001-5155-2567"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessandro Guazzo","raw_affiliation_strings":["University of Padua, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Padua, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027642616","display_name":"Alessandro Battaggia","orcid":"https://orcid.org/0000-0003-2067-6422"},"institutions":[{"id":"https://openalex.org/I4210138539","display_name":"Societ\u00e0 Italiana di Medicina Generale","ror":"https://ror.org/03sn3te07","country_code":"IT","type":"other","lineage":["https://openalex.org/I4210138539"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessandro Battaggia","raw_affiliation_strings":["SIMG - SVEMG, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SIMG - SVEMG, Padua, Italy","institution_ids":["https://openalex.org/I4210138539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013911767","display_name":"Enrico Longato","orcid":"https://orcid.org/0000-0001-5940-645X"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Enrico Longato","raw_affiliation_strings":["University of Padua, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Padua, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071138893","display_name":"Bruno Franco-Novelletto","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138539","display_name":"Societ\u00e0 Italiana di Medicina Generale","ror":"https://ror.org/03sn3te07","country_code":"IT","type":"other","lineage":["https://openalex.org/I4210138539"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Bruno Franco-Novelletto","raw_affiliation_strings":["SIMG - SVEMG, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SIMG - SVEMG, Padua, Italy","institution_ids":["https://openalex.org/I4210138539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029164653","display_name":"Angelo Avogaro","orcid":"https://orcid.org/0000-0002-1177-0516"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Angelo Avogaro","raw_affiliation_strings":["University of Padua, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Padua, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027393457","display_name":"Gian Paolo Fadini","orcid":"https://orcid.org/0000-0002-6510-2097"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gian Paolo Fadini","raw_affiliation_strings":["University of Padua, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Padua, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060466247","display_name":"Maurizio Cancian","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138539","display_name":"Societ\u00e0 Italiana di Medicina Generale","ror":"https://ror.org/03sn3te07","country_code":"IT","type":"other","lineage":["https://openalex.org/I4210138539"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Maurizio Cancian","raw_affiliation_strings":["SIMG - SVEMG, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SIMG - SVEMG, Padua, Italy","institution_ids":["https://openalex.org/I4210138539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077821068","display_name":"Barbara Di Camillo","orcid":"https://orcid.org/0000-0001-8415-4688"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Barbara Di Camillo","raw_affiliation_strings":["University of Padua, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Padua, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071251680","display_name":"Giovanni Sparacino","orcid":"https://orcid.org/0000-0002-3248-1393"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giovanni Sparacino","raw_affiliation_strings":["University of Padua, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Padua, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068469181","display_name":"Massimo Fusello","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Massimo Fusello","raw_affiliation_strings":["SVEMG, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SVEMG, Padua, Italy","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"3","issue":null,"first_page":"2694","last_page":"2699"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12246","display_name":"Chronic Disease Management Strategies","score":0.9980999827384949,"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":0.9980999827384949,"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/T10401","display_name":"Diabetes Treatment and Management","score":0.9872999787330627,"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"}},{"id":"https://openalex.org/T10804","display_name":"Health Systems, Economic Evaluations, Quality of Life","score":0.9830999970436096,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.7439426183700562},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.6042541265487671},{"id":"https://openalex.org/keywords/proportional-hazards-model","display_name":"Proportional hazards model","score":0.5767724514007568},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.5286790728569031},{"id":"https://openalex.org/keywords/predictive-power","display_name":"Predictive power","score":0.5279577970504761},{"id":"https://openalex.org/keywords/hazard-ratio","display_name":"Hazard ratio","score":0.46557754278182983},{"id":"https://openalex.org/keywords/ambulatory-care","display_name":"Ambulatory care","score":0.42995545268058777},{"id":"https://openalex.org/keywords/outpatient-clinic","display_name":"Outpatient clinic","score":0.41970741748809814},{"id":"https://openalex.org/keywords/emergency-medicine","display_name":"Emergency medicine","score":0.3920622169971466},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.2823776304721832},{"id":"https://openalex.org/keywords/confidence-interval","display_name":"Confidence interval","score":0.26031142473220825},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.2576262354850769}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7439426183700562},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.6042541265487671},{"id":"https://openalex.org/C50382708","wikidata":"https://www.wikidata.org/wiki/Q223218","display_name":"Proportional hazards model","level":2,"score":0.5767724514007568},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.5286790728569031},{"id":"https://openalex.org/C2778136018","wikidata":"https://www.wikidata.org/wiki/Q10350689","display_name":"Predictive power","level":2,"score":0.5279577970504761},{"id":"https://openalex.org/C207103383","wikidata":"https://www.wikidata.org/wiki/Q3930246","display_name":"Hazard ratio","level":3,"score":0.46557754278182983},{"id":"https://openalex.org/C124306116","wikidata":"https://www.wikidata.org/wiki/Q2512965","display_name":"Ambulatory care","level":3,"score":0.42995545268058777},{"id":"https://openalex.org/C3020110884","wikidata":"https://www.wikidata.org/wiki/Q695416","display_name":"Outpatient clinic","level":2,"score":0.41970741748809814},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.3920622169971466},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2823776304721832},{"id":"https://openalex.org/C44249647","wikidata":"https://www.wikidata.org/wiki/Q208498","display_name":"Confidence interval","level":2,"score":0.26031142473220825},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.2576262354850769},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/bibm52615.2021.9669147","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm52615.2021.9669147","pdf_url":null,"source":{"id":"https://openalex.org/S4363607735","display_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"},{"id":"pmh:oai:www.research.unipd.it:11577/3413866","is_oa":false,"landing_page_url":"https://hdl.handle.net/11577/3413866","pdf_url":null,"source":{"id":"https://openalex.org/S4377196283","display_name":"Research Padua  Archive (University of Padua)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.699999988079071,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1516160277","https://openalex.org/W2031968478","https://openalex.org/W2035433295","https://openalex.org/W2084139018","https://openalex.org/W2090260921","https://openalex.org/W2097998348","https://openalex.org/W2115098571","https://openalex.org/W2117191092","https://openalex.org/W2142457016","https://openalex.org/W2145937146","https://openalex.org/W2149407433","https://openalex.org/W2155965977","https://openalex.org/W2157825442","https://openalex.org/W2271643717","https://openalex.org/W2328176404","https://openalex.org/W2336382044","https://openalex.org/W2496114304","https://openalex.org/W2911964244","https://openalex.org/W2998216295","https://openalex.org/W3040821360","https://openalex.org/W4248083651","https://openalex.org/W6674385629","https://openalex.org/W6703340699","https://openalex.org/W7066667914"],"related_works":["https://openalex.org/W2590487277","https://openalex.org/W2027570649","https://openalex.org/W3213778696","https://openalex.org/W2744105963","https://openalex.org/W3023968319","https://openalex.org/W4400424401","https://openalex.org/W1967738824","https://openalex.org/W2340276670","https://openalex.org/W2994686985","https://openalex.org/W4281722959"],"abstract_inverted_index":{"The":[0,91],"organisation":[1],"of":[2,20,34,170,213,253,259,265],"care":[3,57,110,161,175,203],"at":[4],"diabetes":[5,50,125,143],"outpatient":[6,51,126,144],"clinics":[7],"is":[8,18,26],"typically":[9],"different":[10,166],"from":[11,167,263],"that":[12,105,219],"delivered":[13],"by":[14],"general":[15],"practitioners,":[16],"it":[17],"thus":[19],"interest":[21],"to":[22,206,237,245],"assess":[23],"whether":[24],"there":[25],"also":[27],"a":[28,47,49,55,71,74,78,207,246],"difference":[29,208],"in":[30,84,123,158,209],"the":[31,115,124,142,150,159,168,198,210,223,229,235,250,254,257,266],"predictive":[32,156,195,211],"power":[33,157,196,212],"heart":[35,214],"failure":[36,68,215],"hospitalisation":[37,216],"risk":[38,97,217,243],"scores":[39,218,244,270],"developed":[40,107,172],"independently":[41],"for":[42,226,268],"each":[43,85],"subpopulation.":[44],"To":[45],"such":[46],"purpose,":[48],"clinic":[52,127,145],"dataset":[53,58,86],"and":[54,77,87,154,228,256],"primary":[56,109,160,174],"were":[59,82,271],"considered.":[60],"A":[61],"Cox":[62],"proportional":[63],"hazard":[64],"model,":[65,70],"an":[66],"accelerated":[67],"time":[69],"logistic":[72],"regression,":[73],"random":[75],"forest,":[76],"K-nearest":[79],"neighbours":[80],"model":[81],"trained":[83,140],"tested":[88],"on":[89,114,141,149,221],"both.":[90],"UK":[92],"Prospective":[93],"Diabetes":[94],"Study":[95],"(UKPDS)":[96],"engine":[98],"was":[99,163],"used":[100,122,225],"as":[101],"benchmark.":[102],"Results":[103],"show":[104],"models":[106,171],"using":[108,173],"data":[111,146,176,224],"performed":[112,147],"well":[113,148],"corresponding":[116,151],"test":[117,152],"set":[118],"but":[119],"poorly":[120],"when":[121,241],"setting":[128,162,204],"(best":[129,177],"C-Index":[130,178],"=":[131,136,179,185],"0.759vs.":[132],"0.615,":[133],"best":[134,183,199],"AUROC":[135,184],"0.757vs.":[137],"0.598).":[138],"Models":[139],"set,":[153],"their":[155],"not":[164],"statistically":[165],"one":[169],"0.814":[180],"vs":[181,187],"0.740,":[182],"0.812":[186],"0.750).":[188],"In":[189],"both":[190,222],"settings":[191],"UKPDS":[192],"had":[193],"lower":[194],"than":[197],"newly-developed":[200],"models.":[201],"Different":[202],"led":[205],"depended":[220],"training":[227],"methodological":[230],"approach":[231],"chosen.":[232],"This":[233],"suggests":[234],"need":[236],"consider":[238],"these":[239],"factors":[240],"applying":[242],"target":[247],"population":[248,267],"where":[249],"expected":[251],"incidence":[252],"outcome":[255],"distribution":[258],"baseline":[260],"covariates":[261],"differ":[262],"those":[264],"which":[269],"proposed.":[272]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}