{"id":"https://openalex.org/W4295678756","doi":"https://doi.org/10.1038/s41746-022-00679-6","title":"Discrete-time survival analysis in the critically ill: a deep learning approach using heterogeneous data","display_name":"Discrete-time survival analysis in the critically ill: a deep learning approach using heterogeneous data","publication_year":2022,"publication_date":"2022-09-14","ids":{"openalex":"https://openalex.org/W4295678756","doi":"https://doi.org/10.1038/s41746-022-00679-6","pmid":"https://pubmed.ncbi.nlm.nih.gov/36104486"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-022-00679-6","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-022-00679-6","pdf_url":"https://www.nature.com/articles/s41746-022-00679-6.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41746-022-00679-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007193384","display_name":"Hans\u2010Christian Thorsen\u2010Meyer","orcid":"https://orcid.org/0000-0001-7002-3089"},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]},{"id":"https://openalex.org/I2801134892","display_name":"Novo Nordisk Foundation","ror":"https://ror.org/04txyc737","country_code":"DK","type":"facility","lineage":["https://openalex.org/I2801134892"]},{"id":"https://openalex.org/I2802567020","display_name":"Copenhagen University Hospital","ror":"https://ror.org/05bpbnx46","country_code":"DK","type":"healthcare","lineage":["https://openalex.org/I2802567020"]},{"id":"https://openalex.org/I2802709434","display_name":"Rigshospitalet","ror":"https://ror.org/03mchdq19","country_code":"DK","type":"healthcare","lineage":["https://openalex.org/I2802567020","https://openalex.org/I2802709434","https://openalex.org/I4210145385"]}],"countries":["DK"],"is_corresponding":true,"raw_author_name":"Hans-Christian Thorsen-Meyer","raw_affiliation_strings":["Department of Intensive Care, Rigshospitalet, Copenhagen University Hospital, DK-2100, Copenhagen, Denmark","Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark"],"affiliations":[{"raw_affiliation_string":"Department of Intensive Care, Rigshospitalet, Copenhagen University Hospital, DK-2100, Copenhagen, Denmark","institution_ids":["https://openalex.org/I2802567020","https://openalex.org/I2802709434"]},{"raw_affiliation_string":"Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark","institution_ids":["https://openalex.org/I2801134892","https://openalex.org/I124055696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102779815","display_name":"Davide Placido","orcid":"https://orcid.org/0000-0002-8327-8838"},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]},{"id":"https://openalex.org/I2801134892","display_name":"Novo Nordisk Foundation","ror":"https://ror.org/04txyc737","country_code":"DK","type":"facility","lineage":["https://openalex.org/I2801134892"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Davide Placido","raw_affiliation_strings":["Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark"],"affiliations":[{"raw_affiliation_string":"Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark","institution_ids":["https://openalex.org/I2801134892","https://openalex.org/I124055696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049779574","display_name":"Benjamin Skov Kaas\u2010Hansen","orcid":"https://orcid.org/0000-0003-1023-0371"},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]},{"id":"https://openalex.org/I2801134892","display_name":"Novo Nordisk Foundation","ror":"https://ror.org/04txyc737","country_code":"DK","type":"facility","lineage":["https://openalex.org/I2801134892"]},{"id":"https://openalex.org/I4210087803","display_name":"Zealand University Hospital","ror":"https://ror.org/00363z010","country_code":"DK","type":"healthcare","lineage":["https://openalex.org/I2799668677","https://openalex.org/I2802567020","https://openalex.org/I4210087803"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Benjamin Skov Kaas-Hansen","raw_affiliation_strings":["Clinical Pharmacology Unit, Zealand University Hospital, DK-4000, Roskilde, Denmark","Department of Public Health, Section of Biostatistics, University of Copenhagen, DK-1014, Copenhagen, Denmark","Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark"],"affiliations":[{"raw_affiliation_string":"Clinical Pharmacology Unit, Zealand University Hospital, DK-4000, Roskilde, Denmark","institution_ids":["https://openalex.org/I4210087803"]},{"raw_affiliation_string":"Department of Public Health, Section of Biostatistics, University of Copenhagen, DK-1014, Copenhagen, Denmark","institution_ids":["https://openalex.org/I124055696"]},{"raw_affiliation_string":"Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark","institution_ids":["https://openalex.org/I2801134892","https://openalex.org/I124055696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078690694","display_name":"Anna Pors Nielsen","orcid":"https://orcid.org/0000-0001-7903-5051"},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]},{"id":"https://openalex.org/I2801134892","display_name":"Novo Nordisk Foundation","ror":"https://ror.org/04txyc737","country_code":"DK","type":"facility","lineage":["https://openalex.org/I2801134892"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Anna P. Nielsen","raw_affiliation_strings":["Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark"],"affiliations":[{"raw_affiliation_string":"Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark","institution_ids":["https://openalex.org/I2801134892","https://openalex.org/I124055696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058808040","display_name":"Theis Lange","orcid":"https://orcid.org/0000-0001-6807-8347"},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Theis Lange","raw_affiliation_strings":["Department of Public Health, Section of Biostatistics, University of Copenhagen, DK-1014, Copenhagen, Denmark"],"affiliations":[{"raw_affiliation_string":"Department of Public Health, Section of Biostatistics, University of Copenhagen, DK-1014, Copenhagen, Denmark","institution_ids":["https://openalex.org/I124055696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025880993","display_name":"Annelaura Bach Nielsen","orcid":"https://orcid.org/0009-0005-2855-208X"},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]},{"id":"https://openalex.org/I2801134892","display_name":"Novo Nordisk Foundation","ror":"https://ror.org/04txyc737","country_code":"DK","type":"facility","lineage":["https://openalex.org/I2801134892"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Annelaura B. Nielsen","raw_affiliation_strings":["Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark"],"affiliations":[{"raw_affiliation_string":"Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark","institution_ids":["https://openalex.org/I2801134892","https://openalex.org/I124055696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077857577","display_name":"Palle Toft","orcid":"https://orcid.org/0000-0002-3188-449X"},"institutions":[{"id":"https://openalex.org/I177969490","display_name":"University of Southern Denmark","ror":"https://ror.org/03yrrjy16","country_code":"DK","type":"education","lineage":["https://openalex.org/I177969490"]},{"id":"https://openalex.org/I2801498763","display_name":"Odense University Hospital","ror":"https://ror.org/00ey0ed83","country_code":"DK","type":"funder","lineage":["https://openalex.org/I2801498763"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Palle Toft","raw_affiliation_strings":["Department of Anaesthesiology and Intensive Care, Odense University Hospital, DK-5000, Odense, Denmark","Department of Clinical Research, University of Southern Denmark, DK-5000, Odense, Denmark"],"affiliations":[{"raw_affiliation_string":"Department of Anaesthesiology and Intensive Care, Odense University Hospital, DK-5000, Odense, Denmark","institution_ids":["https://openalex.org/I2801498763"]},{"raw_affiliation_string":"Department of Clinical Research, University of Southern Denmark, DK-5000, Odense, Denmark","institution_ids":["https://openalex.org/I177969490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068348910","display_name":"Jens Schierbeck","orcid":null},"institutions":[{"id":"https://openalex.org/I177969490","display_name":"University of Southern Denmark","ror":"https://ror.org/03yrrjy16","country_code":"DK","type":"education","lineage":["https://openalex.org/I177969490"]},{"id":"https://openalex.org/I2801498763","display_name":"Odense University Hospital","ror":"https://ror.org/00ey0ed83","country_code":"DK","type":"funder","lineage":["https://openalex.org/I2801498763"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Jens Schierbeck","raw_affiliation_strings":["Department of Anaesthesiology and Intensive Care, Odense University Hospital, DK-5000, Odense, Denmark","Department of Clinical Research, University of Southern Denmark, DK-5000, Odense, Denmark"],"affiliations":[{"raw_affiliation_string":"Department of Anaesthesiology and Intensive Care, Odense University Hospital, DK-5000, Odense, Denmark","institution_ids":["https://openalex.org/I2801498763"]},{"raw_affiliation_string":"Department of Clinical Research, University of Southern Denmark, DK-5000, Odense, Denmark","institution_ids":["https://openalex.org/I177969490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031273484","display_name":"Thomas Str\u00f8m","orcid":"https://orcid.org/0000-0002-1868-0978"},"institutions":[{"id":"https://openalex.org/I177969490","display_name":"University of Southern Denmark","ror":"https://ror.org/03yrrjy16","country_code":"DK","type":"education","lineage":["https://openalex.org/I177969490"]},{"id":"https://openalex.org/I2801498763","display_name":"Odense University Hospital","ror":"https://ror.org/00ey0ed83","country_code":"DK","type":"funder","lineage":["https://openalex.org/I2801498763"]},{"id":"https://openalex.org/I4210115306","display_name":"Region of Southern Denmark","ror":"https://ror.org/0290a6k23","country_code":"DK","type":"other","lineage":["https://openalex.org/I4210115306"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Thomas Str\u00f8m","raw_affiliation_strings":["Department of Anaesthesia and Critical Care Medicine, Hospital S\u00f8nderjylland, University Hospital of Southern Denmark, Odense, Denmark","Department of Anaesthesiology and Intensive Care, Odense University Hospital, DK-5000, Odense, Denmark","Department of Clinical Research, University of Southern Denmark, DK-5000, Odense, Denmark"],"affiliations":[{"raw_affiliation_string":"Department of Anaesthesia and Critical Care Medicine, Hospital S\u00f8nderjylland, University Hospital of Southern Denmark, Odense, Denmark","institution_ids":["https://openalex.org/I177969490","https://openalex.org/I4210115306"]},{"raw_affiliation_string":"Department of Anaesthesiology and Intensive Care, Odense University Hospital, DK-5000, Odense, Denmark","institution_ids":["https://openalex.org/I2801498763"]},{"raw_affiliation_string":"Department of Clinical Research, University of Southern Denmark, DK-5000, Odense, Denmark","institution_ids":["https://openalex.org/I177969490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034787008","display_name":"Piotr Jaroslaw Chmura","orcid":"https://orcid.org/0000-0002-9371-6918"},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]},{"id":"https://openalex.org/I2801134892","display_name":"Novo Nordisk Foundation","ror":"https://ror.org/04txyc737","country_code":"DK","type":"facility","lineage":["https://openalex.org/I2801134892"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Piotr J. Chmura","raw_affiliation_strings":["Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark"],"affiliations":[{"raw_affiliation_string":"Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark","institution_ids":["https://openalex.org/I2801134892","https://openalex.org/I124055696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070761451","display_name":"Marc Heimann","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145385","display_name":"Capital Region of Denmark","ror":"https://ror.org/049qz7x77","country_code":"DK","type":"government","lineage":["https://openalex.org/I4210145385"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Marc Heimann","raw_affiliation_strings":["Centre for IT, Medical Technology and Telephony Services, Capital Region of Denmark, DK-2100, Copenhagen, Denmark"],"affiliations":[{"raw_affiliation_string":"Centre for IT, Medical Technology and Telephony Services, Capital Region of Denmark, DK-2100, Copenhagen, Denmark","institution_ids":["https://openalex.org/I4210145385"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070465068","display_name":"Kirstine Belling","orcid":"https://orcid.org/0000-0001-5664-1948"},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]},{"id":"https://openalex.org/I2801134892","display_name":"Novo Nordisk Foundation","ror":"https://ror.org/04txyc737","country_code":"DK","type":"facility","lineage":["https://openalex.org/I2801134892"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Kirstine Belling","raw_affiliation_strings":["Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark"],"affiliations":[{"raw_affiliation_string":"Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark","institution_ids":["https://openalex.org/I2801134892","https://openalex.org/I124055696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020727172","display_name":"Anders Perner","orcid":"https://orcid.org/0000-0002-4668-0123"},"institutions":[{"id":"https://openalex.org/I2802567020","display_name":"Copenhagen University Hospital","ror":"https://ror.org/05bpbnx46","country_code":"DK","type":"healthcare","lineage":["https://openalex.org/I2802567020"]},{"id":"https://openalex.org/I2802709434","display_name":"Rigshospitalet","ror":"https://ror.org/03mchdq19","country_code":"DK","type":"healthcare","lineage":["https://openalex.org/I2802567020","https://openalex.org/I2802709434","https://openalex.org/I4210145385"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Anders Perner","raw_affiliation_strings":["Department of Intensive Care, Rigshospitalet, Copenhagen University Hospital, DK-2100, Copenhagen, Denmark"],"affiliations":[{"raw_affiliation_string":"Department of Intensive Care, Rigshospitalet, Copenhagen University Hospital, DK-2100, Copenhagen, Denmark","institution_ids":["https://openalex.org/I2802567020","https://openalex.org/I2802709434"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011862057","display_name":"S\u00f8ren Brunak","orcid":"https://orcid.org/0000-0003-0316-5866"},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]},{"id":"https://openalex.org/I2801134892","display_name":"Novo Nordisk Foundation","ror":"https://ror.org/04txyc737","country_code":"DK","type":"facility","lineage":["https://openalex.org/I2801134892"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"S\u00f8ren Brunak","raw_affiliation_strings":["Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark. soren.brunak@cpr.ku.dk","Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark"],"affiliations":[{"raw_affiliation_string":"Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark. soren.brunak@cpr.ku.dk","institution_ids":["https://openalex.org/I2801134892"]},{"raw_affiliation_string":"Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark","institution_ids":["https://openalex.org/I2801134892","https://openalex.org/I124055696"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":14,"corresponding_author_ids":["https://openalex.org/A5007193384"],"corresponding_institution_ids":["https://openalex.org/I124055696","https://openalex.org/I2801134892","https://openalex.org/I2802567020","https://openalex.org/I2802709434"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":4.0252,"has_fulltext":true,"cited_by_count":32,"citation_normalized_percentile":{"value":0.94483725,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"5","issue":"1","first_page":"142","last_page":"142"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9991000294685364,"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":0.9991000294685364,"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":0.9916999936103821,"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/T11700","display_name":"Hemodynamic Monitoring and Therapy","score":0.9825000166893005,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/critically-ill","display_name":"Critically ill","score":0.8328550457954407},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.42077136039733887},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.3233269155025482},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.30916446447372437}],"concepts":[{"id":"https://openalex.org/C2991859549","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Critically ill","level":2,"score":0.8328550457954407},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42077136039733887},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.3233269155025482},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.30916446447372437}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1038/s41746-022-00679-6","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-022-00679-6","pdf_url":"https://www.nature.com/articles/s41746-022-00679-6.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:36104486","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36104486","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":"NPJ digital medicine","raw_type":null},{"id":"pmh:oai:sdu.dk:openaire/27f9ad89-1f59-4579-89c3-860e4cc92084","is_oa":true,"landing_page_url":"https://portal.findresearcher.sdu.dk/da/publications/27f9ad89-1f59-4579-89c3-860e4cc92084","pdf_url":null,"source":{"id":"https://openalex.org/S4306400424","display_name":"University of Southern Denmark Research Portal (University of Southern Denmark)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177969490","host_organization_name":"University of Southern Denmark","host_organization_lineage":["https://openalex.org/I177969490"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Thorsen-Meyer, H C, Placido, D, Kaas-Hansen, B S, Nielsen, A P, Lange, T, Nielsen, A B, Toft, P, Schierbeck, J, Str\u00f8m, T, Chmura, P J, Heimann, M, Belling, K, Perner, A & Brunak, S 2022, 'Discrete-time survival analysis in the critically ill : a deep learning approach using heterogeneous data', NPJ digital medicine, vol. 5, 142. https://doi.org/10.1038/s41746-022-00679-6","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/daf5817d-cfc6-44e5-9f3e-826c4354fc7c","is_oa":true,"landing_page_url":"https://researchprofiles.ku.dk/da/publications/daf5817d-cfc6-44e5-9f3e-826c4354fc7c","pdf_url":"https://curis.ku.dk/ws/files/319475045/Fulltext.pdf","source":{"id":"https://openalex.org/S4306401983","display_name":"Research at the University of Copenhagen (University of Copenhagen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I124055696","host_organization_name":"University of Copenhagen","host_organization_lineage":["https://openalex.org/I124055696"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Thorsen-Meyer , H-C , Placido , D , Kaas-Hansen , B S , Nielsen , A P , Lange , T , Nielsen , A B , Toft , P , Schierbeck , J , Str\u00f8m , T , Chmura , P J , Heimann , M , Belling , K , Perner , A & Brunak , S 2022 , ' Discrete-time survival analysis in the critically ill : a deep learning approach using heterogeneous data ' , npj Digital Medicine , vol. 5 , 142 . https://doi.org/10.1038/s41746-022-00679-6","raw_type":"article"},{"id":"pmh:oai:doaj.org/article:062cb0f7015f41fcb79bcf808d72e762","is_oa":true,"landing_page_url":"https://doaj.org/article/062cb0f7015f41fcb79bcf808d72e762","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"npj Digital Medicine, Vol 5, Iss 1, Pp 1-10 (2022)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9474816","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9474816","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"NPJ Digit Med","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1038/s41746-022-00679-6","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-022-00679-6","pdf_url":"https://www.nature.com/articles/s41746-022-00679-6.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7799999713897705,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G3948645045","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320325957","funder_display_name":"Novo Nordisk Fonden"},{"id":"https://openalex.org/G4282887365","display_name":null,"funder_award_id":"NNF14CC0001","funder_id":"https://openalex.org/F4320322436","funder_display_name":"Novo Nordisk"},{"id":"https://openalex.org/G4590069550","display_name":null,"funder_award_id":"Denmark","funder_id":"https://openalex.org/F4320325957","funder_display_name":"Novo Nordisk Fonden"},{"id":"https://openalex.org/G6046413557","display_name":null,"funder_award_id":"5153-00002B","funder_id":"https://openalex.org/F4320313796","funder_display_name":"Innovationsfonden"},{"id":"https://openalex.org/G6662978750","display_name":null,"funder_award_id":"NNF14CC0001","funder_id":"https://openalex.org/F4320325957","funder_display_name":"Novo Nordisk Fonden"},{"id":"https://openalex.org/G7031468586","display_name":null,"funder_award_id":"NNF14CC000","funder_id":"https://openalex.org/F4320325957","funder_display_name":"Novo Nordisk Fonden"},{"id":"https://openalex.org/G996161988","display_name":null,"funder_award_id":"14CC0001","funder_id":"https://openalex.org/F4320325957","funder_display_name":"Novo Nordisk Fonden"}],"funders":[{"id":"https://openalex.org/F4320313796","display_name":"Innovationsfonden","ror":"https://ror.org/00daj4111"},{"id":"https://openalex.org/F4320322436","display_name":"Novo Nordisk","ror":"https://ror.org/0435rc536"},{"id":"https://openalex.org/F4320325957","display_name":"Novo Nordisk Fonden","ror":"https://ror.org/04txyc737"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4295678756.pdf","grobid_xml":"https://content.openalex.org/works/W4295678756.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W45130195","https://openalex.org/W1562353621","https://openalex.org/W1574415105","https://openalex.org/W1971168955","https://openalex.org/W1978670003","https://openalex.org/W1985642370","https://openalex.org/W1991864206","https://openalex.org/W1994682257","https://openalex.org/W1997677712","https://openalex.org/W2000703258","https://openalex.org/W2003376257","https://openalex.org/W2012270441","https://openalex.org/W2052825782","https://openalex.org/W2064675550","https://openalex.org/W2067747050","https://openalex.org/W2117437948","https://openalex.org/W2120156715","https://openalex.org/W2129925362","https://openalex.org/W2171535507","https://openalex.org/W2189149359","https://openalex.org/W2219591537","https://openalex.org/W2264767503","https://openalex.org/W2784499877","https://openalex.org/W2798890825","https://openalex.org/W2809628680","https://openalex.org/W2945850853","https://openalex.org/W3011812967","https://openalex.org/W3012662704","https://openalex.org/W3098949126","https://openalex.org/W3111842226","https://openalex.org/W3164846705","https://openalex.org/W3199147158","https://openalex.org/W4237958429"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3031052312","https://openalex.org/W2888412288","https://openalex.org/W4248977994","https://openalex.org/W2087141122","https://openalex.org/W2382071302","https://openalex.org/W3011206692","https://openalex.org/W4407032466"],"abstract_inverted_index":{"Prediction":[0],"of":[1,24,44,84,89,129,152,163,208,233,242],"survival":[2,60,130,153,212,221],"for":[3,62,189],"patients":[4,75,165],"in":[5,26,80,166,181,223],"intensive":[6],"care":[7],"units":[8],"(ICUs)":[9],"has":[10],"been":[11],"subject":[12],"to":[13,77,108,116,218,238],"intense":[14],"research.":[15],"However,":[16],"no":[17],"models":[18,172,177,190,203,235],"exist":[19],"that":[20],"embrace":[21],"the":[22,81,87,103,114,127,137,140,150,156,182,228,234,240,243],"multiverse":[23],"data":[25,39,46,56,73,107,115,245],"ICUs.":[27],"It":[28],"is":[29,214],"an":[30,109],"open":[31],"question":[32],"whether":[33],"deep":[34,69,170],"learning":[35,70,171,202],"methods":[36],"using":[37,139,155],"automated":[38],"integration":[40],"with":[41,121,178],"minimal":[42],"pre-processing":[43],"mixed":[45],"domains":[47],"such":[48,226],"as":[49,227],"free":[50],"text,":[51],"medical":[52],"history":[53],"and":[54,86,94,112,148,187,197,211],"high-frequency":[55],"can":[57],"provide":[58],"discrete-time":[59],"estimates":[61,222],"individual":[63],"ICU":[64],"patients.":[65],"We":[66,135,159],"trained":[67],"a":[68,117,122,206,215],"model":[71],"on":[72,205],"from":[74],"admitted":[76],"ten":[78],"ICUs":[79],"Capital":[82],"Region":[83,88],"Denmark":[85,91],"Southern":[90],"between":[92],"2011":[93],"2018.":[95],"Inspired":[96],"by":[97],"natural":[98],"language":[99],"processing":[100],"we":[101,146],"mapped":[102],"electronic":[104],"patient":[105],"record":[106],"embedded":[110],"representation":[111],"fed":[113],"recurrent":[118],"neural":[119],"network":[120],"multi-label":[123],"output":[124],"layer":[125],"representing":[126],"chance":[128],"at":[131,192],"different":[132,244],"follow-up":[133],"times.":[134],"evaluated":[136],"performance":[138],"time-dependent":[141],"concordance":[142,179],"index.":[143],"In":[144],"addition,":[145],"quantified":[147],"visualized":[149],"drivers":[151],"predictions":[154],"SHAP":[157],"methodology.":[158],"included":[160],"37,355":[161],"admissions":[162],"29,417":[164],"our":[167],"study.":[168],"Our":[169],"outperformed":[173],"traditional":[174],"Cox":[175],"proportional-hazard":[176],"index":[180],"ranges":[183],"0.72-0.73,":[184],"0.71-0.72,":[185],"0.71,":[186],"0.69-0.70,":[188],"applied":[191],"baseline":[193],"0,":[194],"24,":[195],"48,":[196],"72":[198],"h,":[199],"respectively.":[200],"Deep":[201],"based":[204],"combination":[207],"entity":[209],"embeddings":[210],"modelling":[213],"feasible":[216],"approach":[217],"obtain":[219],"individualized":[220],"data-rich":[224],"settings":[225],"ICU.":[229],"The":[230],"interpretable":[231],"nature":[232],"enables":[236],"us":[237],"understand":[239],"impact":[241],"domains.":[246]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
