{"id":"https://openalex.org/W3173148605","doi":"https://doi.org/10.1093/jamia/ocab101","title":"Multitask prediction of organ dysfunction in the intensive care unit using sequential subnetwork routing","display_name":"Multitask prediction of organ dysfunction in the intensive care unit using sequential subnetwork routing","publication_year":2021,"publication_date":"2021-05-14","ids":{"openalex":"https://openalex.org/W3173148605","doi":"https://doi.org/10.1093/jamia/ocab101","mag":"3173148605","pmid":"https://pubmed.ncbi.nlm.nih.gov/34151965"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocab101","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocab101","pdf_url":"https://academic.oup.com/jamia/article-pdf/28/9/1936/39731941/ocab101.pdf","source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://academic.oup.com/jamia/article-pdf/28/9/1936/39731941/ocab101.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077591002","display_name":"Subhrajit Roy","orcid":"https://orcid.org/0000-0002-6072-5500"},"institutions":[{"id":"https://openalex.org/I4210113297","display_name":"Google (United Kingdom)","ror":"https://ror.org/024bc3e07","country_code":"GB","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210113297","https://openalex.org/I4210128969"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Subhrajit Roy","raw_affiliation_strings":["Google Health, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Google Health, London, United Kingdom","institution_ids":["https://openalex.org/I4210113297"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034102933","display_name":"Diana Mincu","orcid":"https://orcid.org/0000-0001-8837-1129"},"institutions":[{"id":"https://openalex.org/I4210113297","display_name":"Google (United Kingdom)","ror":"https://ror.org/024bc3e07","country_code":"GB","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210113297","https://openalex.org/I4210128969"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Diana Mincu","raw_affiliation_strings":["Google Health, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Google Health, London, United Kingdom","institution_ids":["https://openalex.org/I4210113297"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049914365","display_name":"Eric Loreaux","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113297","display_name":"Google (United Kingdom)","ror":"https://ror.org/024bc3e07","country_code":"GB","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210113297","https://openalex.org/I4210128969"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Eric Loreaux","raw_affiliation_strings":["Google Health, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Google Health, London, United Kingdom","institution_ids":["https://openalex.org/I4210113297"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113540771","display_name":"Anne Mottram","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113297","display_name":"Google (United Kingdom)","ror":"https://ror.org/024bc3e07","country_code":"GB","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210113297","https://openalex.org/I4210128969"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Anne Mottram","raw_affiliation_strings":["Google Health, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Google Health, London, United Kingdom","institution_ids":["https://openalex.org/I4210113297"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065069772","display_name":"Ivan Protsyuk","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113297","display_name":"Google (United Kingdom)","ror":"https://ror.org/024bc3e07","country_code":"GB","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210113297","https://openalex.org/I4210128969"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ivan Protsyuk","raw_affiliation_strings":["Google Health, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Google Health, London, United Kingdom","institution_ids":["https://openalex.org/I4210113297"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014197308","display_name":"Natalie Harris","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113297","display_name":"Google (United Kingdom)","ror":"https://ror.org/024bc3e07","country_code":"GB","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210113297","https://openalex.org/I4210128969"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Natalie Harris","raw_affiliation_strings":["Google Health, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Google Health, London, United Kingdom","institution_ids":["https://openalex.org/I4210113297"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028544932","display_name":"Yuan Xue","orcid":null},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuan Xue","raw_affiliation_strings":["Google Health, Mountain View, California, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Google Health, Mountain View, California, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007707507","display_name":"Jessica Schrouff","orcid":"https://orcid.org/0000-0003-4992-3183"},"institutions":[{"id":"https://openalex.org/I4210113297","display_name":"Google (United Kingdom)","ror":"https://ror.org/024bc3e07","country_code":"GB","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210113297","https://openalex.org/I4210128969"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jessica Schrouff","raw_affiliation_strings":["Google Health, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Google Health, London, United Kingdom","institution_ids":["https://openalex.org/I4210113297"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046282498","display_name":"Hugh Montgomery","orcid":"https://orcid.org/0000-0001-8797-5019"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hugh Montgomery","raw_affiliation_strings":["Centre for Human Health and Performance, University College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Human Health and Performance, University College London, London, United Kingdom","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044540458","display_name":"Alistair Connell","orcid":"https://orcid.org/0000-0003-0318-1049"},"institutions":[{"id":"https://openalex.org/I4210113297","display_name":"Google (United Kingdom)","ror":"https://ror.org/024bc3e07","country_code":"GB","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210113297","https://openalex.org/I4210128969"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alistair Connell","raw_affiliation_strings":["Google Health, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Google Health, London, United Kingdom","institution_ids":["https://openalex.org/I4210113297"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057195145","display_name":"Nenad Toma\u0161ev","orcid":"https://orcid.org/0000-0003-1624-0220"},"institutions":[{"id":"https://openalex.org/I4210090411","display_name":"Google DeepMind (United Kingdom)","ror":"https://ror.org/00971b260","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210090411","https://openalex.org/I4210128969"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nenad Tomasev","raw_affiliation_strings":["DeepMind, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DeepMind, London, United Kingdom","institution_ids":["https://openalex.org/I4210090411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003509342","display_name":"Alan Karthikesalingam","orcid":"https://orcid.org/0000-0001-5074-898X"},"institutions":[{"id":"https://openalex.org/I4210113297","display_name":"Google (United Kingdom)","ror":"https://ror.org/024bc3e07","country_code":"GB","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210113297","https://openalex.org/I4210128969"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alan Karthikesalingam","raw_affiliation_strings":["Google Health, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Google Health, London, United Kingdom","institution_ids":["https://openalex.org/I4210113297"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058677067","display_name":"Martin Seneviratne","orcid":"https://orcid.org/0000-0003-0435-3738"},"institutions":[{"id":"https://openalex.org/I4210113297","display_name":"Google (United Kingdom)","ror":"https://ror.org/024bc3e07","country_code":"GB","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210113297","https://openalex.org/I4210128969"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Martin Seneviratne","raw_affiliation_strings":["Google Health, London, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0003-0435-3738","affiliations":[{"raw_affiliation_string":"Google Health, London, United Kingdom","institution_ids":["https://openalex.org/I4210113297"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":13,"corresponding_author_ids":["https://openalex.org/A5058677067"],"corresponding_institution_ids":["https://openalex.org/I4210113297"],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":{"value":3967,"currency":"USD","value_usd":3967},"fwci":1.6797,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.86895481,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"28","issue":"9","first_page":"1936","last_page":"1946"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9997000098228455,"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":0.9997000098228455,"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/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.9973000288009644,"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/T11095","display_name":"Emergency and Acute Care Studies","score":0.9850000143051147,"subfield":{"id":"https://openalex.org/subfields/2711","display_name":"Emergency 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/subnetwork","display_name":"Subnetwork","score":0.7524503469467163},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6993023157119751},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.6725243330001831},{"id":"https://openalex.org/keywords/human-multitasking","display_name":"Human multitasking","score":0.6016685366630554},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5900291800498962},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.561863362789154},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5446897745132446},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.440705269575119},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.10239943861961365}],"concepts":[{"id":"https://openalex.org/C2780186347","wikidata":"https://www.wikidata.org/wiki/Q11414","display_name":"Subnetwork","level":2,"score":0.7524503469467163},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6993023157119751},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.6725243330001831},{"id":"https://openalex.org/C107418235","wikidata":"https://www.wikidata.org/wiki/Q1520565","display_name":"Human multitasking","level":2,"score":0.6016685366630554},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5900291800498962},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.561863362789154},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5446897745132446},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.440705269575119},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.10239943861961365},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","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},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009102","descriptor_name":"Multiple Organ Failure","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009102","descriptor_name":"Multiple Organ Failure","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009102","descriptor_name":"Multiple Organ Failure","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1093/jamia/ocab101","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocab101","pdf_url":"https://academic.oup.com/jamia/article-pdf/28/9/1936/39731941/ocab101.pdf","source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},{"id":"pmid:34151965","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34151965","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":"Journal of the American Medical Informatics Association : JAMIA","raw_type":null},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10130273","is_oa":false,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10130273/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"   Journal of the American Medical Informatics Association       (2021)     (In press).  ","raw_type":"Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8363803","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8363803","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Am Med Inform Assoc","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1093/jamia/ocab101","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocab101","pdf_url":"https://academic.oup.com/jamia/article-pdf/28/9/1936/39731941/ocab101.pdf","source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6899999976158142,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3173148605.pdf","grobid_xml":"https://content.openalex.org/works/W3173148605.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1533861849","https://openalex.org/W1565746575","https://openalex.org/W1898928487","https://openalex.org/W1973982121","https://openalex.org/W2026274122","https://openalex.org/W2064675550","https://openalex.org/W2083634842","https://openalex.org/W2107869022","https://openalex.org/W2128349740","https://openalex.org/W2396881363","https://openalex.org/W2559655401","https://openalex.org/W2560647685","https://openalex.org/W2597505554","https://openalex.org/W2743028754","https://openalex.org/W2784499877","https://openalex.org/W2805089815","https://openalex.org/W2806031239","https://openalex.org/W2889037799","https://openalex.org/W2903852246","https://openalex.org/W2913852078","https://openalex.org/W2938221441","https://openalex.org/W2955994453","https://openalex.org/W2964696298","https://openalex.org/W3006816363","https://openalex.org/W3008421095","https://openalex.org/W3098949126","https://openalex.org/W3099382201","https://openalex.org/W3101973032","https://openalex.org/W4247943214","https://openalex.org/W6631943919","https://openalex.org/W6638836233","https://openalex.org/W6757097828"],"related_works":["https://openalex.org/W2060724872","https://openalex.org/W2082094785","https://openalex.org/W2202198356","https://openalex.org/W4388263628","https://openalex.org/W3087203342","https://openalex.org/W4242930893","https://openalex.org/W1988895983","https://openalex.org/W3140336604","https://openalex.org/W4320039951","https://openalex.org/W2337802099"],"abstract_inverted_index":{"OBJECTIVE:":[0],"Multitask":[1],"learning":[2,34],"(MTL)":[3],"using":[4,189],"electronic":[5],"health":[6],"records":[7],"allows":[8],"concurrent":[9],"prediction":[10],"of":[11,86,111,125,143,155,182,194],"multiple":[12],"endpoints.":[13],"MTL":[14],"has":[15],"shown":[16],"promise":[17],"in":[18,123,213,215],"improving":[19],"model":[20],"performance":[21,127,139],"and":[22,58,93,109,121,128,149,185,192,208],"training":[23,157],"efficiency;":[24],"however,":[25],"it":[26],"often":[27],"suffers":[28],"from":[29],"negative":[30],"transfer":[31],"-":[32],"impaired":[33],"if":[35],"tasks":[36,57,145,188],"are":[37,219],"not":[38],"appropriately":[39],"selected.":[40],"We":[41,113],"introduce":[42],"a":[43,134,162],"sequential":[44],"subnetwork":[45],"routing":[46],"(SeqSNR)":[47],"architecture":[48,200],"that":[49],"uses":[50],"soft":[51],"parameter":[52],"sharing":[53],"to":[54,82,221],"find":[55],"related":[56],"encourage":[59],"cross-learning":[60],"between":[61],"them.":[62],"MATERIALS":[63],"AND":[64],"METHODS:":[65],"Using":[66],"the":[67,84,153,156,178],"MIMIC-III":[68],"(Medical":[69],"Information":[70],"Mart":[71],"for":[72,161,170,187],"Intensive":[73],"Care-III)":[74],"dataset,":[75],"we":[76],"train":[77],"deep":[78],"neural":[79],"network":[80],"models":[81,117],"predict":[83],"onset":[85],"6":[87,144],"endpoints":[88],"including":[89],"specific":[90],"organ":[91],"dysfunctions":[92],"general":[94],"clinical":[95],"outcomes:":[96],"acute":[97],"kidney":[98],"injury,":[99],"continuous":[100],"renal":[101],"replacement":[102],"therapy,":[103],"mechanical":[104],"ventilation,":[105],"vasoactive":[106],"medications,":[107],"mortality,":[108],"length":[110],"stay.":[112],"compare":[114],"single-task":[115],"(ST)":[116],"with":[118,147,206],"naive":[119,150,209],"multitask":[120],"SeqSNR":[122,132,167,199],"terms":[124],"discriminative":[126],"label":[129,203],"efficiency.":[130],"RESULTS:":[131],"showed":[133],"modest":[135],"yet":[136],"statistically":[137],"significant":[138],"boost":[140,181],"across":[141],"4":[142],"compared":[146,205],"ST":[148,169,207],"multitasking.":[151],"When":[152],"size":[154],"dataset":[158],"was":[159],"reduced":[160],"given":[163],"task":[164],"(label":[165],"efficiency),":[166],"outperformed":[168],"all":[171],"cases":[172],"showing":[173],"an":[174],"average":[175],"area":[176],"under":[177],"precision-recall":[179],"curve":[180],"2.1%,":[183],"2.9%,":[184],"2.1%":[186],"1%,":[190],"5%,":[191],"10%":[193],"labels,":[195],"respectively.":[196],"CONCLUSIONS:":[197],"The":[198],"shows":[201],"superior":[202],"efficiency":[204],"multitasking,":[210],"suggesting":[211],"utility":[212],"scenarios":[214],"which":[216],"endpoint":[217],"labels":[218],"difficult":[220],"ascertain.":[222]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":1}],"updated_date":"2026-04-28T14:05:53.105641","created_date":"2025-10-10T00:00:00"}