{"id":"https://openalex.org/W4412646266","doi":"https://doi.org/10.1038/s41746-025-01863-0","title":"Personalized and real time hemodynamic management in critical care using Dynamic Cohort Ensemble Learning (DynaCEL)","display_name":"Personalized and real time hemodynamic management in critical care using Dynamic Cohort Ensemble Learning (DynaCEL)","publication_year":2025,"publication_date":"2025-07-24","ids":{"openalex":"https://openalex.org/W4412646266","doi":"https://doi.org/10.1038/s41746-025-01863-0","pmid":"https://pubmed.ncbi.nlm.nih.gov/40707735"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-025-01863-0","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01863-0","pdf_url":"https://www.nature.com/articles/s41746-025-01863-0.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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","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/s41746-025-01863-0.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050212520","display_name":"Lingzhong Meng","orcid":"https://orcid.org/0000-0002-5168-5084"},"institutions":[{"id":"https://openalex.org/I4394709130","display_name":"Indiana University School of Medicine","ror":"https://ror.org/02ets8c94","country_code":null,"type":"education","lineage":["https://openalex.org/I4394709130","https://openalex.org/I592451"]},{"id":"https://openalex.org/I55769427","display_name":"Indiana University \u2013 Purdue University Indianapolis","ror":"https://ror.org/05gxnyn08","country_code":"US","type":"education","lineage":["https://openalex.org/I55769427","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lingzhong Meng","raw_affiliation_strings":["Department of Anesthesia, Indiana University School of Medicine, Indianapolis, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Anesthesia, Indiana University School of Medicine, Indianapolis, IN, USA","institution_ids":["https://openalex.org/I55769427","https://openalex.org/I4394709130"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111257141","display_name":"Jiangqiong Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4394709130","display_name":"Indiana University School of Medicine","ror":"https://ror.org/02ets8c94","country_code":null,"type":"education","lineage":["https://openalex.org/I4394709130","https://openalex.org/I592451"]},{"id":"https://openalex.org/I55769427","display_name":"Indiana University \u2013 Purdue University Indianapolis","ror":"https://ror.org/05gxnyn08","country_code":"US","type":"education","lineage":["https://openalex.org/I55769427","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiangqiong Li","raw_affiliation_strings":["Department of Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, IN, USA","institution_ids":["https://openalex.org/I55769427","https://openalex.org/I4394709130"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044149137","display_name":"Xiang Liu","orcid":"https://orcid.org/0000-0003-2556-3419"},"institutions":[{"id":"https://openalex.org/I4394709130","display_name":"Indiana University School of Medicine","ror":"https://ror.org/02ets8c94","country_code":null,"type":"education","lineage":["https://openalex.org/I4394709130","https://openalex.org/I592451"]},{"id":"https://openalex.org/I55769427","display_name":"Indiana University \u2013 Purdue University Indianapolis","ror":"https://ror.org/05gxnyn08","country_code":"US","type":"education","lineage":["https://openalex.org/I55769427","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiang Liu","raw_affiliation_strings":["Department of Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, IN, USA","institution_ids":["https://openalex.org/I55769427","https://openalex.org/I4394709130"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100555063","display_name":"Yanhua Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I4210111013","display_name":"Nanjing Drum Tower Hospital","ror":"https://ror.org/026axqv54","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210111013"]},{"id":"https://openalex.org/I4394709130","display_name":"Indiana University School of Medicine","ror":"https://ror.org/02ets8c94","country_code":null,"type":"education","lineage":["https://openalex.org/I4394709130","https://openalex.org/I592451"]},{"id":"https://openalex.org/I55769427","display_name":"Indiana University \u2013 Purdue University Indianapolis","ror":"https://ror.org/05gxnyn08","country_code":"US","type":"education","lineage":["https://openalex.org/I55769427","https://openalex.org/I592451"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Yanhua Sun","raw_affiliation_strings":["Department of Anesthesia, Indiana University School of Medicine, Indianapolis, IN, USA","Department of Anesthesiology, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Anesthesia, Indiana University School of Medicine, Indianapolis, IN, USA","institution_ids":["https://openalex.org/I55769427","https://openalex.org/I4394709130"]},{"raw_affiliation_string":"Department of Anesthesiology, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, Jiangsu, China","institution_ids":["https://openalex.org/I4210111013"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008984622","display_name":"Zuotian Li","orcid":"https://orcid.org/0000-0002-8317-2873"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]},{"id":"https://openalex.org/I4394709130","display_name":"Indiana University School of Medicine","ror":"https://ror.org/02ets8c94","country_code":null,"type":"education","lineage":["https://openalex.org/I4394709130","https://openalex.org/I592451"]},{"id":"https://openalex.org/I55769427","display_name":"Indiana University \u2013 Purdue University Indianapolis","ror":"https://ror.org/05gxnyn08","country_code":"US","type":"education","lineage":["https://openalex.org/I55769427","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zuotian Li","raw_affiliation_strings":["Department of Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, IN, USA","Department of Computer Graphic Technology, Polytechnic Institute, Purdue University, West Lafayette, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, IN, USA","institution_ids":["https://openalex.org/I55769427","https://openalex.org/I4394709130"]},{"raw_affiliation_string":"Department of Computer Graphic Technology, Polytechnic Institute, Purdue University, West Lafayette, IN, USA","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037456121","display_name":"Jinjin Cai","orcid":"https://orcid.org/0000-0001-7893-7109"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]},{"id":"https://openalex.org/I4394709130","display_name":"Indiana University School of Medicine","ror":"https://ror.org/02ets8c94","country_code":null,"type":"education","lineage":["https://openalex.org/I4394709130","https://openalex.org/I592451"]},{"id":"https://openalex.org/I55769427","display_name":"Indiana University \u2013 Purdue University Indianapolis","ror":"https://ror.org/05gxnyn08","country_code":"US","type":"education","lineage":["https://openalex.org/I55769427","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jinjin Cai","raw_affiliation_strings":["Department of Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, IN, USA","Department of Computer and Information Technology, Polytechnic Institute, Purdue University, West Lafayette, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, IN, USA","institution_ids":["https://openalex.org/I55769427","https://openalex.org/I4394709130"]},{"raw_affiliation_string":"Department of Computer and Information Technology, Polytechnic Institute, Purdue University, West Lafayette, IN, USA","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ameya D. Parab","orcid":null},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ameya D. Parab","raw_affiliation_strings":["Department of Computer Science, Luddy School of Informatics, Computing, and Engineering, Indiana University Bloomington, Bloomington, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Luddy School of Informatics, Computing, and Engineering, Indiana University Bloomington, Bloomington, IN, USA","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101791179","display_name":"Gang Lu","orcid":"https://orcid.org/0000-0002-5732-0879"},"institutions":[{"id":"https://openalex.org/I4394709130","display_name":"Indiana University School of Medicine","ror":"https://ror.org/02ets8c94","country_code":null,"type":"education","lineage":["https://openalex.org/I4394709130","https://openalex.org/I592451"]},{"id":"https://openalex.org/I55769427","display_name":"Indiana University \u2013 Purdue University Indianapolis","ror":"https://ror.org/05gxnyn08","country_code":"US","type":"education","lineage":["https://openalex.org/I55769427","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"George Lu","raw_affiliation_strings":["Department of Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, IN, USA","institution_ids":["https://openalex.org/I55769427","https://openalex.org/I4394709130"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5095935080","display_name":"Aishwarya Budhkar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aishwarya Budhkar","raw_affiliation_strings":["Department of Computer Science, Luddy School of Informatics, Computing, and Engineering, Indiana University Bloomington, Bloomington, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Luddy School of Informatics, Computing, and Engineering, Indiana University Bloomington, Bloomington, IN, USA","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119070153","display_name":"Saravanan Kanakasabai","orcid":null},"institutions":[{"id":"https://openalex.org/I1283055418","display_name":"Indiana University Health","ror":"https://ror.org/01aaptx40","country_code":"US","type":"funder","lineage":["https://openalex.org/I1283055418","https://openalex.org/I4388446366","https://openalex.org/I592451"]},{"id":"https://openalex.org/I55769427","display_name":"Indiana University \u2013 Purdue University Indianapolis","ror":"https://ror.org/05gxnyn08","country_code":"US","type":"education","lineage":["https://openalex.org/I55769427","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saravanan Kanakasabai","raw_affiliation_strings":["Clinical Research Systems, Enterprise Analytics, Indiana University Health, Indianapolis, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Research Systems, Enterprise Analytics, Indiana University Health, Indianapolis, IN, USA","institution_ids":["https://openalex.org/I1283055418","https://openalex.org/I55769427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064828851","display_name":"David C. Adams","orcid":"https://orcid.org/0000-0002-4589-5384"},"institutions":[{"id":"https://openalex.org/I4394709130","display_name":"Indiana University School of Medicine","ror":"https://ror.org/02ets8c94","country_code":null,"type":"education","lineage":["https://openalex.org/I4394709130","https://openalex.org/I592451"]},{"id":"https://openalex.org/I55769427","display_name":"Indiana University \u2013 Purdue University Indianapolis","ror":"https://ror.org/05gxnyn08","country_code":"US","type":"education","lineage":["https://openalex.org/I55769427","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David C. Adams","raw_affiliation_strings":["Department of Anesthesia, Indiana University School of Medicine, Indianapolis, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Anesthesia, Indiana University School of Medicine, Indianapolis, IN, USA","institution_ids":["https://openalex.org/I55769427","https://openalex.org/I4394709130"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ziyue Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I4394709130","display_name":"Indiana University School of Medicine","ror":"https://ror.org/02ets8c94","country_code":null,"type":"education","lineage":["https://openalex.org/I4394709130","https://openalex.org/I592451"]},{"id":"https://openalex.org/I55769427","display_name":"Indiana University \u2013 Purdue University Indianapolis","ror":"https://ror.org/05gxnyn08","country_code":"US","type":"education","lineage":["https://openalex.org/I55769427","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ziyue Liu","raw_affiliation_strings":["Department of Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, IN, USA","institution_ids":["https://openalex.org/I55769427","https://openalex.org/I4394709130"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101722404","display_name":"Xuhong Zhang","orcid":"https://orcid.org/0000-0001-7563-9915"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xuhong Zhang","raw_affiliation_strings":["Department of Computer Science, Luddy School of Informatics, Computing, and Engineering, Indiana University Bloomington, Bloomington, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Luddy School of Informatics, Computing, and Engineering, Indiana University Bloomington, Bloomington, IN, USA","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"last","author":{"id":null,"display_name":"Jing Su","orcid":null},"institutions":[{"id":"https://openalex.org/I1283055418","display_name":"Indiana University Health","ror":"https://ror.org/01aaptx40","country_code":"US","type":"funder","lineage":["https://openalex.org/I1283055418","https://openalex.org/I4388446366","https://openalex.org/I592451"]},{"id":"https://openalex.org/I55769427","display_name":"Indiana University \u2013 Purdue University Indianapolis","ror":"https://ror.org/05gxnyn08","country_code":"US","type":"education","lineage":["https://openalex.org/I55769427","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jing Su","raw_affiliation_strings":["Department of Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, IN, USA. su1@iu.edu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, IN, USA. su1@iu.edu","institution_ids":["https://openalex.org/I1283055418","https://openalex.org/I55769427"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":14,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I1283055418","https://openalex.org/I55769427"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":3.9174,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.93931288,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"8","issue":"1","first_page":"474","last_page":"474"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.9976999759674072,"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":0.9958999752998352,"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"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9923999905586243,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/hemodynamics","display_name":"Hemodynamics","score":0.552415668964386},{"id":"https://openalex.org/keywords/cohort","display_name":"Cohort","score":0.4748245179653168},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44645795226097107},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3930553197860718},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.20003724098205566},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.18115761876106262}],"concepts":[{"id":"https://openalex.org/C178853913","wikidata":"https://www.wikidata.org/wiki/Q1642137","display_name":"Hemodynamics","level":2,"score":0.552415668964386},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.4748245179653168},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44645795226097107},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3930553197860718},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.20003724098205566},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.18115761876106262}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1038/s41746-025-01863-0","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01863-0","pdf_url":"https://www.nature.com/articles/s41746-025-01863-0.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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:40707735","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40707735","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:scholarworks.indianapolis.iu.edu:1805/50144","is_oa":true,"landing_page_url":"https://hdl.handle.net/1805/50144","pdf_url":"https://scholarworks.indianapolis.iu.edu/bitstreams/ee5bd947-883e-471b-a05d-e6c803abbdb2/download","source":{"id":"https://openalex.org/S4306400987","display_name":"IUScholarWorks (Indiana University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I592451","host_organization_name":"Indiana University","host_organization_lineage":["https://openalex.org/I592451"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PMC","raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:91ead525834c4da28b64160b2c353200","is_oa":true,"landing_page_url":"https://doaj.org/article/91ead525834c4da28b64160b2c353200","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,"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":"npj Digital Medicine, Vol 8, Iss 1, Pp 1-17 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12290091","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12290091","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":"NPJ Digit Med","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1038/s41746-025-01863-0","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01863-0","pdf_url":"https://www.nature.com/articles/s41746-025-01863-0.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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.44999998807907104}],"awards":[],"funders":[{"id":"https://openalex.org/F4320312111","display_name":"Indiana University Health","ror":"https://ror.org/01aaptx40"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412646266.pdf","grobid_xml":"https://content.openalex.org/works/W4412646266.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W1503693879","https://openalex.org/W1991864206","https://openalex.org/W2002911755","https://openalex.org/W2070221555","https://openalex.org/W2096350581","https://openalex.org/W2121656227","https://openalex.org/W2143034699","https://openalex.org/W2164234220","https://openalex.org/W2234009123","https://openalex.org/W2496920318","https://openalex.org/W2776803885","https://openalex.org/W2792434318","https://openalex.org/W2805928711","https://openalex.org/W2891400669","https://openalex.org/W2892145330","https://openalex.org/W2912020988","https://openalex.org/W2913062164","https://openalex.org/W2923845811","https://openalex.org/W2944988359","https://openalex.org/W2956087440","https://openalex.org/W3007463784","https://openalex.org/W3011812967","https://openalex.org/W3025110062","https://openalex.org/W3040788463","https://openalex.org/W3093920803","https://openalex.org/W3111842226","https://openalex.org/W3120766804","https://openalex.org/W3153722911","https://openalex.org/W3192680378","https://openalex.org/W3200173025","https://openalex.org/W3206032522","https://openalex.org/W4205594133","https://openalex.org/W4206978045","https://openalex.org/W4214864397","https://openalex.org/W4214935020","https://openalex.org/W4220687268","https://openalex.org/W4226293187","https://openalex.org/W4295678756","https://openalex.org/W4297495158","https://openalex.org/W4306970985","https://openalex.org/W4310180477","https://openalex.org/W4310494018","https://openalex.org/W4311586200","https://openalex.org/W4313439128","https://openalex.org/W4313560421","https://openalex.org/W4367295992","https://openalex.org/W4387521335","https://openalex.org/W4387824255","https://openalex.org/W4391847969","https://openalex.org/W4396624676","https://openalex.org/W4396781347","https://openalex.org/W4408806503"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3031052312","https://openalex.org/W4389568370","https://openalex.org/W3032375762","https://openalex.org/W1995515455","https://openalex.org/W2080531066","https://openalex.org/W3108674512","https://openalex.org/W1506200166"],"abstract_inverted_index":{"Effective":[0],"hemodynamic":[1,130],"management":[2],"in":[3,118,140],"the":[4,72],"intensive":[5],"care":[6,43],"unit":[7,44],"requires":[8],"individualized":[9],"targets":[10,36,78,105],"that":[11,27,100],"adapt":[12],"to":[13,76,86,137],"dynamic":[14],"clinical":[15,134],"conditions.":[16],"We":[17],"developed":[18],"Dynamic":[19],"Cohort":[20],"Ensemble":[21],"Learning":[22],"(DynaCEL),":[23],"a":[24,47],"real-time":[25],"framework":[26],"recommends":[28],"personalized":[29,104],"heart":[30],"rate":[31],"and":[32,55,59,96,115,124],"systolic":[33],"blood":[34],"pressure":[35],"by":[37],"modeling":[38],"each":[39],"time":[40],"point":[41],"post-intensive":[42],"admission":[45],"as":[46],"distinct":[48],"temporal":[49,114],"cohort.":[50],"Trained":[51],"on":[52,57],"eICU":[53],"data":[54],"validated":[56],"MIMIC-IV":[58,73],"Indiana":[60],"University":[61],"Health":[62],"datasets,":[63],"DynaCEL":[64,121],"demonstrated":[65],"robust":[66],"predictive":[67],"performance":[68],"(AUCs":[69],"0.83-0.91).":[70],"In":[71],"cohort,":[74],"proximity":[75],"DynaCEL-predicted":[77],"was":[79],"associated":[80,107],"with":[81,108],"lower":[82],"24-hour":[83],"mortality":[84],"compared":[85],"fixed":[87],"targets,":[88],"after":[89],"adjustment":[90],"using":[91],"propensity":[92],"score":[93],"matching.":[94],"Dose-response":[95],"comparative":[97],"analyses":[98],"revealed":[99],"greater":[101],"deviations":[102],"from":[103],"were":[106],"higher":[109],"mortality.":[110],"Case":[111],"studies":[112],"illustrated":[113],"inter-individual":[116],"variation":[117],"optimal":[119],"targets.":[120],"offers":[122],"interpretable":[123],"scalable":[125],"support":[126],"for":[127],"exploring":[128],"precision":[129],"management,":[131],"although":[132],"its":[133],"utility":[135],"remains":[136],"be":[138],"established":[139],"prospective":[141],"trials.":[142]},"counts_by_year":[{"year":2026,"cited_by_count":4}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
