{"id":"https://openalex.org/W4399160182","doi":"https://doi.org/10.1007/978-3-031-61137-7_34","title":"Multicenter Prospective Blind External Validation of\u00a0a\u00a0Machine Learning Model for\u00a0Predicting Heart Failure Decompensation: A 3-Hospital Validation Study","display_name":"Multicenter Prospective Blind External Validation of\u00a0a\u00a0Machine Learning Model for\u00a0Predicting Heart Failure Decompensation: A 3-Hospital Validation Study","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4399160182","doi":"https://doi.org/10.1007/978-3-031-61137-7_34"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-61137-7_34","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-61137-7_34","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5065775052","display_name":"Jon Kerexeta","orcid":"https://orcid.org/0000-0002-6516-8619"},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]},{"id":"https://openalex.org/I4210092551","display_name":"Vicomtech","ror":"https://ror.org/0023sah13","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210092551"]},{"id":"https://openalex.org/I4210100188","display_name":"Biogipuzkoa Health Research Institute","ror":"https://ror.org/01a2wsa50","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210100188"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Jon Kerexeta","raw_affiliation_strings":["Computational Intelligence Group, Computer Science Faculty, University of the Basque Country, UPV/EHU, 20018, San Sebasti\u00e1n, Spain","Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), 20009, San Sebasti\u00e1n, Spain","e-Health Department, Biodonostia Health Research Institute, Paseo Dr Begiristain s/n, 20014, San Sebasti\u00e1n, Spain"],"raw_orcid":"https://orcid.org/0000-0002-6516-8619","affiliations":[{"raw_affiliation_string":"Computational Intelligence Group, Computer Science Faculty, University of the Basque Country, UPV/EHU, 20018, San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I169108374"]},{"raw_affiliation_string":"Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), 20009, San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210092551"]},{"raw_affiliation_string":"e-Health Department, Biodonostia Health Research Institute, Paseo Dr Begiristain s/n, 20014, San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210100188"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113794412","display_name":"Esperan\u00e7a Llad\u00f3 Pascual","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Esperan\u00e7a Llad\u00f3 Pascual","raw_affiliation_strings":["Clinica Humana, Balearic Islands, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinica Humana, Balearic Islands, Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028869499","display_name":"Cristina Mart\u00edn","orcid":"https://orcid.org/0000-0003-3458-3593"},"institutions":[{"id":"https://openalex.org/I4210092551","display_name":"Vicomtech","ror":"https://ror.org/0023sah13","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210092551"]},{"id":"https://openalex.org/I4210100188","display_name":"Biogipuzkoa Health Research Institute","ror":"https://ror.org/01a2wsa50","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210100188"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Cristina Martin","raw_affiliation_strings":["Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), 20009, San Sebasti\u00e1n, Spain","e-Health Department, Biodonostia Health Research Institute, Paseo Dr Begiristain s/n, 20014, San Sebasti\u00e1n, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), 20009, San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210092551"]},{"raw_affiliation_string":"e-Health Department, Biodonostia Health Research Institute, Paseo Dr Begiristain s/n, 20014, San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210100188"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018778475","display_name":"Nicola Goodfellow","orcid":"https://orcid.org/0009-0008-3940-624X"},"institutions":[{"id":"https://openalex.org/I4210122499","display_name":"Business Innovation Centre","ror":"https://ror.org/038n1rk38","country_code":"IT","type":"other","lineage":["https://openalex.org/I4210122499"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Nicola Goodfellow","raw_affiliation_strings":["Medicines Optimisation Innovation Centre, Bush Road, Antrim, Northern Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medicines Optimisation Innovation Centre, Bush Road, Antrim, Northern Ireland","institution_ids":["https://openalex.org/I4210122499"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098940842","display_name":"Karina Anahi Ojanguren Carreira","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Karina Anahi Ojanguren Carreira","raw_affiliation_strings":["Clinica Humana, Balearic Islands, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinica Humana, Balearic Islands, Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062681314","display_name":"Marco Manso","orcid":"https://orcid.org/0000-0003-0953-049X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Marco Manso","raw_affiliation_strings":["EDGENEERING Lda, 1600-001, Lisbon, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"EDGENEERING Lda, 1600-001, Lisbon, Portugal","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069900342","display_name":"B\u00e1rbara Guerra","orcid":"https://orcid.org/0000-0003-3389-1973"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Barbara Guerra","raw_affiliation_strings":["EDGENEERING Lda, 1600-001, Lisbon, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"EDGENEERING Lda, 1600-001, Lisbon, Portugal","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098940843","display_name":"Stanke Ladislav","orcid":null},"institutions":[{"id":"https://openalex.org/I4210107161","display_name":"University Hospital Olomouc","ror":"https://ror.org/01jxtne23","country_code":"CZ","type":"healthcare","lineage":["https://openalex.org/I4210107161"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Stanke Ladislav","raw_affiliation_strings":["Czech National e-Health Center, University Hospital Olomouc, Zdravotn\u00edk\u016f 248/7, 779 00, Olomouc, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Czech National e-Health Center, University Hospital Olomouc, Zdravotn\u00edk\u016f 248/7, 779 00, Olomouc, Czech Republic","institution_ids":["https://openalex.org/I4210107161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098940844","display_name":"Vohral\u00edk Tom\u00e1\u0161","orcid":null},"institutions":[{"id":"https://openalex.org/I4210107161","display_name":"University Hospital Olomouc","ror":"https://ror.org/01jxtne23","country_code":"CZ","type":"healthcare","lineage":["https://openalex.org/I4210107161"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Vohral\u00edk Tom\u00e1\u0161","raw_affiliation_strings":["IT Department, University Hospital Olomouc, Zdravotn\u00edk\u016f 248/7, 779 00, Olomouc, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IT Department, University Hospital Olomouc, Zdravotn\u00edk\u016f 248/7, 779 00, Olomouc, Czech Republic","institution_ids":["https://openalex.org/I4210107161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098940841","display_name":"Esteban Fabello","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Esteban Fabello","raw_affiliation_strings":["Tree Technology S.A., Oviedo, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tree Technology S.A., Oviedo, Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102004559","display_name":"Tatiana Silva","orcid":"https://orcid.org/0000-0001-7059-4439"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tatiana Silva","raw_affiliation_strings":["Tree Technology S.A., Oviedo, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tree Technology S.A., Oviedo, Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106121518","display_name":"Michael Scott","orcid":"https://orcid.org/0000-0003-4048-0937"},"institutions":[{"id":"https://openalex.org/I4210122499","display_name":"Business Innovation Centre","ror":"https://ror.org/038n1rk38","country_code":"IT","type":"other","lineage":["https://openalex.org/I4210122499"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Michael Scott","raw_affiliation_strings":["Medicines Optimisation Innovation Centre, Bush Road, Antrim, Northern Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medicines Optimisation Innovation Centre, Bush Road, Antrim, Northern Ireland","institution_ids":["https://openalex.org/I4210122499"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048965016","display_name":"Glenda Fleming","orcid":"https://orcid.org/0000-0001-7321-8092"},"institutions":[{"id":"https://openalex.org/I4210122499","display_name":"Business Innovation Centre","ror":"https://ror.org/038n1rk38","country_code":"IT","type":"other","lineage":["https://openalex.org/I4210122499"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Glenda Fleming","raw_affiliation_strings":["Medicines Optimisation Innovation Centre, Bush Road, Antrim, Northern Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medicines Optimisation Innovation Centre, Bush Road, Antrim, Northern Ireland","institution_ids":["https://openalex.org/I4210122499"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052326707","display_name":"Andoni Beristain","orcid":"https://orcid.org/0000-0002-5452-2141"},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]},{"id":"https://openalex.org/I4210092551","display_name":"Vicomtech","ror":"https://ror.org/0023sah13","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210092551"]},{"id":"https://openalex.org/I4210100188","display_name":"Biogipuzkoa Health Research Institute","ror":"https://ror.org/01a2wsa50","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210100188"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Andoni Beristain","raw_affiliation_strings":["Computational Intelligence Group, Computer Science Faculty, University of the Basque Country, UPV/EHU, 20018, San Sebasti\u00e1n, Spain","Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), 20009, San Sebasti\u00e1n, Spain","e-Health Department, Biodonostia Health Research Institute, Paseo Dr Begiristain s/n, 20014, San Sebasti\u00e1n, Spain"],"raw_orcid":"https://orcid.org/0000-0002-5452-2141","affiliations":[{"raw_affiliation_string":"Computational Intelligence Group, Computer Science Faculty, University of the Basque Country, UPV/EHU, 20018, San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I169108374"]},{"raw_affiliation_string":"Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), 20009, San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210092551"]},{"raw_affiliation_string":"e-Health Department, Biodonostia Health Research Institute, Paseo Dr Begiristain s/n, 20014, San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210100188"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5106225114","display_name":"Manuel Gra\u00f1a","orcid":"https://orcid.org/0000-0001-7373-4097"},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Manuel Gra\u00f1a","raw_affiliation_strings":["Computational Intelligence Group, Computer Science Faculty, University of the Basque Country, UPV/EHU, 20018, San Sebasti\u00e1n, Spain"],"raw_orcid":"https://orcid.org/0000-0001-7373-4097","affiliations":[{"raw_affiliation_string":"Computational Intelligence Group, Computer Science Faculty, University of the Basque Country, UPV/EHU, 20018, San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I169108374"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":15,"corresponding_author_ids":["https://openalex.org/A5065775052"],"corresponding_institution_ids":["https://openalex.org/I169108374","https://openalex.org/I4210092551","https://openalex.org/I4210100188"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":3.8187,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.9046525,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"368","last_page":"377"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10227","display_name":"Acute Ischemic Stroke Management","score":0.9925000071525574,"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/T10227","display_name":"Acute Ischemic Stroke Management","score":0.9925000071525574,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9855999946594238,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.955299973487854,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/decompensation","display_name":"Decompensation","score":0.7819540500640869},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6821483373641968},{"id":"https://openalex.org/keywords/model-validation","display_name":"Model validation","score":0.572780430316925},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43319639563560486},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35645759105682373},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.23262956738471985},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.15695959329605103},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.13733699917793274}],"concepts":[{"id":"https://openalex.org/C2778721985","wikidata":"https://www.wikidata.org/wiki/Q1183680","display_name":"Decompensation","level":2,"score":0.7819540500640869},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6821483373641968},{"id":"https://openalex.org/C3019813237","wikidata":"https://www.wikidata.org/wiki/Q65089264","display_name":"Model validation","level":2,"score":0.572780430316925},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43319639563560486},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35645759105682373},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.23262956738471985},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.15695959329605103},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.13733699917793274}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-61137-7_34","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-61137-7_34","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2016468586","https://openalex.org/W2063138430","https://openalex.org/W2897120700","https://openalex.org/W3120948873","https://openalex.org/W4239281537","https://openalex.org/W4319322284","https://openalex.org/W4385383529"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
