{"id":"https://openalex.org/W4313489014","doi":"https://doi.org/10.1016/j.cmpbup.2022.100089","title":"Predicting the evolution of COVID-19 mortality risk: A Recurrent Neural Network approach","display_name":"Predicting the evolution of COVID-19 mortality risk: A Recurrent Neural Network approach","publication_year":2022,"publication_date":"2022-12-29","ids":{"openalex":"https://openalex.org/W4313489014","doi":"https://doi.org/10.1016/j.cmpbup.2022.100089","pmid":"https://pubmed.ncbi.nlm.nih.gov/36593771","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/9798667"},"language":"en","primary_location":{"id":"doi:10.1016/j.cmpbup.2022.100089","doi":"https://doi.org/10.1016/j.cmpbup.2022.100089","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.cmpbup.2022.100089","pdf_url":"https://www.sciencedirect.com/science/article/pii/S2666990022000404/pdf","source":{"id":"https://openalex.org/S4210191235","display_name":"Computer Methods and Programs in Biomedicine Update","issn_l":"2666-9900","issn":["2666-9900"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","norway-1","oarl"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Methods and Programs in Biomedicine Update","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.sciencedirect.com/science/article/pii/S2666990022000404/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046596536","display_name":"Marta Villegas","orcid":"https://orcid.org/0000-0003-0711-0029","observed_orcids":["https://orcid.org/0000-0003-0711-0029"]},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Marta Villegas","raw_affiliation_strings":["Barcelona Supercomputing Center, Jordi Girona 1-3 08034, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0003-0711-0029","affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Center, Jordi Girona 1-3 08034, Barcelona, Spain","institution_ids":["https://openalex.org/I2799803557"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080796123","display_name":"Aitor Gonz\u00e1lez-Agirre","orcid":"https://orcid.org/0000-0002-6106-7810","observed_orcids":["https://orcid.org/0000-0002-6106-7810"]},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Aitor Gonzalez-Agirre","raw_affiliation_strings":["Barcelona Supercomputing Center, Jordi Girona 1-3 08034, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0002-6106-7810","affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Center, Jordi Girona 1-3 08034, Barcelona, Spain","institution_ids":["https://openalex.org/I2799803557"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087592906","display_name":"Asier Guti\u00e9rrez-Fandi\u00f1o","orcid":"https://orcid.org/0000-0002-7368-6950","observed_orcids":["https://orcid.org/0000-0002-7368-6950"]},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Asier Guti\u00e9rrez-Fandi\u00f1o","raw_affiliation_strings":["Barcelona Supercomputing Center, Jordi Girona 1-3 08034, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0002-7368-6950","affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Center, Jordi Girona 1-3 08034, Barcelona, Spain","institution_ids":["https://openalex.org/I2799803557"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020795476","display_name":"Jordi Armengol-Estap\u00e9","orcid":"https://orcid.org/0000-0001-8893-6185","observed_orcids":["https://orcid.org/0000-0001-8893-6185"]},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jordi Armengol-Estap\u00e9","raw_affiliation_strings":["Barcelona Supercomputing Center, Jordi Girona 1-3 08034, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0001-8893-6185","affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Center, Jordi Girona 1-3 08034, Barcelona, Spain","institution_ids":["https://openalex.org/I2799803557"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045074263","display_name":"Casimiro Pio Carrino","orcid":"https://orcid.org/0000-0002-2314-9559","observed_orcids":["https://orcid.org/0000-0002-2314-9559"]},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Casimiro Pio Carrino","raw_affiliation_strings":["Barcelona Supercomputing Center, Jordi Girona 1-3 08034, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0002-2314-9559","affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Center, Jordi Girona 1-3 08034, Barcelona, Spain","institution_ids":["https://openalex.org/I2799803557"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069797573","display_name":"David P\u00e9rez\u2010Fern\u00e1ndez","orcid":"https://orcid.org/0000-0002-2214-0245","observed_orcids":["https://orcid.org/0000-0002-2214-0245"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"David P\u00e9rez-Fern\u00e1ndez","raw_affiliation_strings":["Spanish Ministry of Inclusion, Social Security and Migration, Paseo de la Castellana 63 28071, Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0002-2214-0245","affiliations":[{"raw_affiliation_string":"Spanish Ministry of Inclusion, Social Security and Migration, Paseo de la Castellana 63 28071, Madrid, Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069706394","display_name":"Felipe Soares","orcid":"https://orcid.org/0000-0002-2837-1853","observed_orcids":["https://orcid.org/0000-0002-2837-1853"]},"institutions":[{"id":"https://openalex.org/I130442723","display_name":"Universidade Federal do Rio Grande do Sul","ror":"https://ror.org/041yk2d64","country_code":"BR","type":"education","lineage":["https://openalex.org/I130442723"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Felipe Soares","raw_affiliation_strings":["Universidade Federal do Rio Grande do Sul, Av. Osvaldo Aranha, 99, Porto Alegre, Brazil"],"raw_orcid":"https://orcid.org/0000-0002-2837-1853","affiliations":[{"raw_affiliation_string":"Universidade Federal do Rio Grande do Sul, Av. Osvaldo Aranha, 99, Porto Alegre, Brazil","institution_ids":["https://openalex.org/I130442723"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056937342","display_name":"Pablo Serrano Balazote","orcid":"https://orcid.org/0000-0003-2958-6319","observed_orcids":["https://orcid.org/0000-0003-2958-6319"]},"institutions":[{"id":"https://openalex.org/I4210101691","display_name":"Hospital Universitario 12 De Octubre","ror":"https://ror.org/00qyh5r35","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210101691","https://openalex.org/I4210139293"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Pablo Serrano","raw_affiliation_strings":["Hospital Universitario 12 de Octubre, Av. de C\u00f3rdoba s/n 28041, Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0003-2958-6319","affiliations":[{"raw_affiliation_string":"Hospital Universitario 12 de Octubre, Av. de C\u00f3rdoba s/n 28041, Madrid, Spain","institution_ids":["https://openalex.org/I4210101691"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084835993","display_name":"Miguel Pedrera\u2010Jim\u00e9nez","orcid":"https://orcid.org/0000-0003-0187-3826","observed_orcids":["https://orcid.org/0000-0003-0187-3826"]},"institutions":[{"id":"https://openalex.org/I4210101691","display_name":"Hospital Universitario 12 De Octubre","ror":"https://ror.org/00qyh5r35","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210101691","https://openalex.org/I4210139293"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Miguel Pedrera","raw_affiliation_strings":["Hospital Universitario 12 de Octubre, Av. de C\u00f3rdoba s/n 28041, Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0003-0187-3826","affiliations":[{"raw_affiliation_string":"Hospital Universitario 12 de Octubre, Av. de C\u00f3rdoba s/n 28041, Madrid, Spain","institution_ids":["https://openalex.org/I4210101691"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076394679","display_name":"Noelia Garc\u00eda Barrio","orcid":"https://orcid.org/0000-0002-2789-8426","observed_orcids":["https://orcid.org/0000-0002-2789-8426"]},"institutions":[{"id":"https://openalex.org/I4210101691","display_name":"Hospital Universitario 12 De Octubre","ror":"https://ror.org/00qyh5r35","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210101691","https://openalex.org/I4210139293"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Noelia Garc\u00eda","raw_affiliation_strings":["Hospital Universitario 12 de Octubre, Av. de C\u00f3rdoba s/n 28041, Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0002-2789-8426","affiliations":[{"raw_affiliation_string":"Hospital Universitario 12 de Octubre, Av. de C\u00f3rdoba s/n 28041, Madrid, Spain","institution_ids":["https://openalex.org/I4210101691"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015217651","display_name":"Alfonso Valencia","orcid":"https://orcid.org/0000-0002-8937-6789","observed_orcids":["https://orcid.org/0000-0002-8937-6789"]},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Alfonso Valencia","raw_affiliation_strings":["Barcelona Supercomputing Center, Jordi Girona 1-3 08034, Barcelona, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Center, Jordi Girona 1-3 08034, Barcelona, Spain","institution_ids":["https://openalex.org/I2799803557"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5046596536"],"corresponding_institution_ids":["https://openalex.org/I2799803557"],"apc_list":{"value":1500,"currency":"USD","value_usd":1500},"apc_paid":{"value":1500,"currency":"USD","value_usd":1500},"fwci":1.5216,"has_fulltext":true,"cited_by_count":30,"citation_normalized_percentile":{"value":0.83289616,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"3","issue":null,"first_page":"100089","last_page":"100089"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9653000235557556,"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"}},"topics":[{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9653000235557556,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.022199999541044235,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T10041","display_name":"COVID-19 Clinical Research Studies","score":0.005100000184029341,"subfield":{"id":"https://openalex.org/subfields/2725","display_name":"Infectious Diseases"},"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/covid-19-mortality-prediction","display_name":"COVID-19 mortality prediction","score":0.9110000133514404},{"id":"https://openalex.org/keywords/recurrent-neural-networks","display_name":"recurrent neural networks","score":0.843999981880188},{"id":"https://openalex.org/keywords/attention-mechanism","display_name":"attention mechanism","score":0.9829999804496765},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"ensemble learning","score":0.6100000143051147},{"id":"https://openalex.org/keywords/clinical-time-series","display_name":"clinical time series","score":0.6690000295639038},{"id":"https://openalex.org/keywords/hospital-patient-data","display_name":"hospital patient data","score":0.460999995470047},{"id":"https://openalex.org/keywords/early-outcome-prediction","display_name":"early outcome prediction","score":0.4869999885559082},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"decision support system","score":0.621999979019165},{"id":"https://openalex.org/keywords/interpretability","display_name":"interpretability","score":0.6610000133514404},{"id":"https://openalex.org/keywords/sars-cov-2","display_name":"SARS-CoV-2","score":0.8489999771118164}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.922114372253418},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.7303537726402283},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.7217742204666138},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5863438248634338},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5813190937042236},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5734290480613708},{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.47663554549217224},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.47067078948020935},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4436955153942108},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.42664840817451477},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.41871827840805054},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2861548662185669},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.2538868188858032},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.12578856945037842},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09882503747940063},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1016/j.cmpbup.2022.100089","doi":"https://doi.org/10.1016/j.cmpbup.2022.100089","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.cmpbup.2022.100089","pdf_url":"https://www.sciencedirect.com/science/article/pii/S2666990022000404/pdf","source":{"id":"https://openalex.org/S4210191235","display_name":"Computer Methods and Programs in Biomedicine Update","issn_l":"2666-9900","issn":["2666-9900"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","norway-1","oarl"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Methods and Programs in Biomedicine Update","raw_type":"journal-article"},{"id":"doi:10.1101/2020.12.22.20244061","doi":"https://doi.org/10.1101/2020.12.22.20244061","is_oa":true,"landing_page_url":"https://doi.org/10.1101/2020.12.22.20244061","pdf_url":"https://www.medrxiv.org/content/medrxiv/early/2021/01/11/2020.12.22.20244061.full.pdf","source":{"id":"https://openalex.org/S3005729997","display_name":"medRxiv","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":["https://openalex.org/P4310315909"],"host_organization_lineage_names":["Cold Spring Harbor Laboratory Press"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"medRxiv","raw_type":"posted-content"},{"id":"pmid:36593771","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36593771","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,"listed_in":[],"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":"Computer methods and programs in biomedicine update","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9798667","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9798667/","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,"listed_in":[],"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":"Comput Methods Programs Biomed Update","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:c1088fb40d504afba9e532b9339bc70c","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/c1088fb40d504afba9e532b9339bc70c","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,"listed_in":[],"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":"Computer Methods and Programs in Biomedicine Update, Vol 3, Iss , Pp 100089- (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1016/j.cmpbup.2022.100089","doi":"https://doi.org/10.1016/j.cmpbup.2022.100089","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.cmpbup.2022.100089","pdf_url":"https://www.sciencedirect.com/science/article/pii/S2666990022000404/pdf","source":{"id":"https://openalex.org/S4210191235","display_name":"Computer Methods and Programs in Biomedicine Update","issn_l":"2666-9900","issn":["2666-9900"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","norway-1","oarl"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Methods and Programs in Biomedicine Update","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.9763000011444092,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G2262736780","display_name":"rquitectura normalizada de datos cl\u00ednicos para la generaci\u00f3n de infobancos y su uso secundario en investigaci\u00f3n: caso de uso c\u00e1ncer de mama, cervix y \u00fatero y evaluaci\u00f3n.","funder_award_id":"PI18/00981","funder_id":"https://openalex.org/F4320334923","funder_display_name":"Instituto de Salud Carlos III"}],"funders":[{"id":"https://openalex.org/F4320334923","display_name":"Instituto de Salud Carlos III","ror":"https://ror.org/00ca2c886"},{"id":"https://openalex.org/F4320336576","display_name":"Spanish National Plan for Scientific and Technical Research and Innovation","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4313489014.pdf","grobid_xml":"https://content.openalex.org/works/W4313489014.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2107098692","https://openalex.org/W2118022153","https://openalex.org/W2133564696","https://openalex.org/W2139284376","https://openalex.org/W2141173017","https://openalex.org/W2153579005","https://openalex.org/W2157331557","https://openalex.org/W2177350256","https://openalex.org/W2517259736","https://openalex.org/W2518582440","https://openalex.org/W2557074642","https://openalex.org/W2560820338","https://openalex.org/W2619383789","https://openalex.org/W2690721124","https://openalex.org/W2807758560","https://openalex.org/W2884561390","https://openalex.org/W2902661305","https://openalex.org/W2924728134","https://openalex.org/W2941095363","https://openalex.org/W2950133940","https://openalex.org/W2964006392","https://openalex.org/W2964010366","https://openalex.org/W2988998929","https://openalex.org/W2991357568","https://openalex.org/W2996303435","https://openalex.org/W3014289208","https://openalex.org/W3018720120","https://openalex.org/W3025394897","https://openalex.org/W3102476541","https://openalex.org/W3113005448","https://openalex.org/W3126986989","https://openalex.org/W3127851201","https://openalex.org/W3159847551","https://openalex.org/W4200475779"],"related_works":["https://openalex.org/W3168461916","https://openalex.org/W3188550768","https://openalex.org/W4289109812","https://openalex.org/W4224238239","https://openalex.org/W4297839746","https://openalex.org/W4396949710","https://openalex.org/W4381186301","https://openalex.org/W3193651489","https://openalex.org/W4372286023","https://openalex.org/W4407290300"],"abstract_inverted_index":{"In":[0],"December":[1],"2020,":[2],"the":[3,29,73,87,114,122,129,133,136,146,151,185,196,203,237,241],"COVID-19":[4,41,55],"disease":[5],"was":[6],"confirmed":[7],"in":[8,15,135,169,218],"1,665,775":[9],"patients":[10,57],"and":[11,53,109,150,165,168,234,243],"caused":[12],"45,784":[13],"deaths":[14],"Spain.":[16],"At":[17],"that":[18,182,214],"time,":[19],"health":[20],"decision":[21],"support":[22,216],"systems":[23,220],"were":[24,48,174],"identified":[25],"as":[26],"crucial":[27],"against":[28],"pandemic.":[30],"This":[31],"study":[32],"applies":[33],"Deep":[34],"Learning":[35],"techniques":[36],"for":[37,76],"mortality":[38],"prediction":[39],"of":[40,68,124,198,206,245],"patients.":[42,207],"Two":[43],"datasets":[44],"with":[45,97,158,231],"clinical":[46,74,204],"information":[47,75],"used.":[49],"They":[50],"included":[51],"2,307":[52],"3,870":[54],"infected":[56],"admitted":[58],"to":[59,89,117,201,229],"two":[60,159],"Spanish":[61],"hospitals.":[62],"Firstly,":[63],"we":[64,85,112,139,177],"built":[65],"a":[66,91],"sequence":[67],"temporal":[69],"events":[70],"gathering":[71],"all":[72,132,170],"each":[77],"patient,":[78],"comparing":[79],"different":[80],"data":[81,233],"representation":[82],"methods.":[83],"Next,":[84],"used":[86],"sequences":[88],"train":[90],"Recurrent":[92],"Neural":[93],"Network":[94],"(RNN)":[95],"model":[96,181,213],"an":[98,105,179,211],"attention":[99],"mechanism":[100],"exploring":[101],"interpretability.":[102,223],"We":[103,120,154,193],"conducted":[104],"extensive":[106],"hyperparameter":[107],"search":[108],"cross-validation.":[110],"Finally,":[111],"ensembled":[113],"resulting":[115],"RNNs":[116],"enhance":[118],"sensitivity.":[119],"assessed":[121],"performance":[123,130],"our":[125,156,172,199],"models":[126,157,173],"by":[127],"averaging":[128],"across":[131],"days":[134],"sequences.":[137],"Additionally,":[138],"evaluated":[140],"day-by-day":[141],"predictions":[142],"starting":[143],"from":[144,240],"both":[145],"hospital":[147],"admission":[148],"day":[149],"outcome":[152,205],"day.":[153],"compared":[155],"strong":[160],"baselines,":[161],"Support":[162],"Vector":[163],"Classifier":[164],"Random":[166],"Forest,":[167],"cases":[171],"superior.":[175],"Furthermore,":[176],"implemented":[178],"ensemble":[180],"substantially":[183],"increased":[184],"system\u2019s":[186],"sensitivity":[187],"while":[188],"producing":[189],"more":[190],"stable":[191],"predictions.":[192],"have":[194],"shown":[195],"feasibility":[197],"approach":[200],"predicting":[202],"The":[208,224],"result":[209],"is":[210,226],"RNN-based":[212],"can":[215,235],"decision-making":[217],"healthcare":[219],"aiming":[221],"at":[222],"system":[225],"robust":[227],"enough":[228],"deal":[230],"real-world":[232],"overcome":[236],"problems":[238],"derived":[239],"sparsity":[242],"heterogeneity":[244],"data.":[246]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":2}],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2023-01-06T00:00:00"}