{"id":"https://openalex.org/W4365138356","doi":"https://doi.org/10.1093/jamia/ocad063","title":"Comparison of time series clustering methods for identifying novel subphenotypes of patients with infection","display_name":"Comparison of time series clustering methods for identifying novel subphenotypes of patients with infection","publication_year":2023,"publication_date":"2023-04-12","ids":{"openalex":"https://openalex.org/W4365138356","doi":"https://doi.org/10.1093/jamia/ocad063","pmid":"https://pubmed.ncbi.nlm.nih.gov/37043759"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocad063","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocad063","pdf_url":null,"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":null,"license_id":null,"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":"green","oa_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10198539/pdf/ocad063.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075412880","display_name":"Sivasubramanium V. Bhavani","orcid":"https://orcid.org/0000-0002-9640-6720"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Sivasubramanium V Bhavani","raw_affiliation_strings":["Department of Medicine, Emory University , Atlanta, Georgia, USA","Emory Critical Care Center , Atlanta, Georgia, USA"],"raw_orcid":"https://orcid.org/0000-0002-9640-6720","affiliations":[{"raw_affiliation_string":"Department of Medicine, Emory University , Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I150468666"]},{"raw_affiliation_string":"Emory Critical Care Center , Atlanta, Georgia, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073117214","display_name":"Li Xiong","orcid":null},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Li Xiong","raw_affiliation_strings":["Department of Computer Science, Emory University , Atlanta, Georgia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Emory University , Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079165023","display_name":"Abish Pius","orcid":"https://orcid.org/0000-0002-9621-4067"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Abish Pius","raw_affiliation_strings":["Department of Computational & Systems Biology, University of Pittsburgh School of Medicine , Pittsburgh, Pennsylvania, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computational & Systems Biology, University of Pittsburgh School of Medicine , Pittsburgh, Pennsylvania, USA","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016346905","display_name":"Matthew W. Semler","orcid":"https://orcid.org/0000-0002-7664-8263"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew Semler","raw_affiliation_strings":["Department of Medicine, Vanderbilt University , Nashville, Tennessee, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medicine, Vanderbilt University , Nashville, Tennessee, USA","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063521931","display_name":"Edward T. Qian","orcid":"https://orcid.org/0000-0002-1092-3533"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Edward T Qian","raw_affiliation_strings":["Department of Medicine, Vanderbilt University , Nashville, Tennessee, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medicine, Vanderbilt University , Nashville, Tennessee, USA","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024993055","display_name":"Philip A. Verhoef","orcid":"https://orcid.org/0000-0002-1502-5468"},"institutions":[{"id":"https://openalex.org/I117965899","display_name":"University of Hawai\u02bbi at M\u0101noa","ror":"https://ror.org/01wspgy28","country_code":"US","type":"education","lineage":["https://openalex.org/I117965899"]},{"id":"https://openalex.org/I4210162135","display_name":"Hawaii Permanente Medical Group","ror":"https://ror.org/05dsgrz38","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1343052199","https://openalex.org/I4210162135"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Philip A Verhoef","raw_affiliation_strings":["Department of Medicine, University of Hawaii John A. Burns School of Medicine , Honolulu, Hawaii, USA","Hawaii Permanente Medical Group , Honolulu, Hawaii, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medicine, University of Hawaii John A. Burns School of Medicine , Honolulu, Hawaii, USA","institution_ids":["https://openalex.org/I117965899"]},{"raw_affiliation_string":"Hawaii Permanente Medical Group , Honolulu, Hawaii, USA","institution_ids":["https://openalex.org/I4210162135"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033534489","display_name":"Chad Robichaux","orcid":"https://orcid.org/0009-0002-8403-5499"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chad Robichaux","raw_affiliation_strings":["Department of Biomedical Informatics, Emory University , Atlanta, Georgia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Emory University , Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012550644","display_name":"Craig M. Coopersmith","orcid":"https://orcid.org/0000-0003-2400-3217"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Craig M Coopersmith","raw_affiliation_strings":["Department of Surgery, Emory University , Atlanta, Georgia, USA","Emory Critical Care Center , Atlanta, Georgia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Surgery, Emory University , Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I150468666"]},{"raw_affiliation_string":"Emory Critical Care Center , Atlanta, Georgia, USA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088547412","display_name":"Matthew M. Churpek","orcid":"https://orcid.org/0000-0002-4030-5250"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew M Churpek","raw_affiliation_strings":["Department of Biostatistics and Medical Informatics, University of Wisconsin , Madison, Wisconsin, USA","Department of Medicine, University of Wisconsin , Madison, Wisconsin, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biostatistics and Medical Informatics, University of Wisconsin , Madison, Wisconsin, USA","institution_ids":["https://openalex.org/I135310074"]},{"raw_affiliation_string":"Department of Medicine, University of Wisconsin , Madison, Wisconsin, USA","institution_ids":["https://openalex.org/I135310074"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5075412880"],"corresponding_institution_ids":["https://openalex.org/I150468666"],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":null,"fwci":4.7542,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.96020054,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"30","issue":"6","first_page":"1158","last_page":"1166"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.5460000038146973,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.5460000038146973,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.17440000176429749,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.10949999839067459,"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/dynamic-time-warping","display_name":"Dynamic time warping","score":0.7738441824913025},{"id":"https://openalex.org/keywords/medoid","display_name":"Medoid","score":0.6702964305877686},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5894089937210083},{"id":"https://openalex.org/keywords/vital-signs","display_name":"Vital signs","score":0.5752750635147095},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5600183606147766},{"id":"https://openalex.org/keywords/sepsis","display_name":"Sepsis","score":0.5284350514411926},{"id":"https://openalex.org/keywords/odds-ratio","display_name":"Odds ratio","score":0.44641128182411194},{"id":"https://openalex.org/keywords/hierarchical-clustering","display_name":"Hierarchical clustering","score":0.44412845373153687},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.43068206310272217},{"id":"https://openalex.org/keywords/odds","display_name":"Odds","score":0.4139633774757385},{"id":"https://openalex.org/keywords/bioinformatics","display_name":"Bioinformatics","score":0.3326319456100464},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2528179883956909},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21154454350471497},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.2023937702178955},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.16892695426940918},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.1094624400138855}],"concepts":[{"id":"https://openalex.org/C88516994","wikidata":"https://www.wikidata.org/wiki/Q1268863","display_name":"Dynamic time warping","level":2,"score":0.7738441824913025},{"id":"https://openalex.org/C63085389","wikidata":"https://www.wikidata.org/wiki/Q4287912","display_name":"Medoid","level":3,"score":0.6702964305877686},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5894089937210083},{"id":"https://openalex.org/C2776890885","wikidata":"https://www.wikidata.org/wiki/Q1067560","display_name":"Vital signs","level":2,"score":0.5752750635147095},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5600183606147766},{"id":"https://openalex.org/C2778384902","wikidata":"https://www.wikidata.org/wiki/Q183134","display_name":"Sepsis","level":2,"score":0.5284350514411926},{"id":"https://openalex.org/C156957248","wikidata":"https://www.wikidata.org/wiki/Q1862216","display_name":"Odds ratio","level":2,"score":0.44641128182411194},{"id":"https://openalex.org/C92835128","wikidata":"https://www.wikidata.org/wiki/Q1277447","display_name":"Hierarchical clustering","level":3,"score":0.44412845373153687},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.43068206310272217},{"id":"https://openalex.org/C143095724","wikidata":"https://www.wikidata.org/wiki/Q515895","display_name":"Odds","level":3,"score":0.4139633774757385},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.3326319456100464},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2528179883956909},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21154454350471497},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.2023937702178955},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.16892695426940918},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.1094624400138855}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005334","descriptor_name":"Fever","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005334","descriptor_name":"Fever","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005334","descriptor_name":"Fever","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005334","descriptor_name":"Fever","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005334","descriptor_name":"Fever","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005334","descriptor_name":"Fever","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005334","descriptor_name":"Fever","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005334","descriptor_name":"Fever","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":"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":"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":"D010361","descriptor_name":"Patients","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010361","descriptor_name":"Patients","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010361","descriptor_name":"Patients","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010361","descriptor_name":"Patients","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010361","descriptor_name":"Patients","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010361","descriptor_name":"Patients","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010361","descriptor_name":"Patients","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010361","descriptor_name":"Patients","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1093/jamia/ocad063","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocad063","pdf_url":null,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},{"id":"pmid:37043759","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37043759","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:pubmedcentral.nih.gov:10198539","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10198539","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10198539/pdf/ocad063.pdf","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Am Med Inform Assoc","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:10198539","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10198539","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10198539/pdf/ocad063.pdf","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Am Med Inform Assoc","raw_type":"Text"},"sustainable_development_goals":[{"score":0.8700000047683716,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G1114820265","display_name":null,"funder_award_id":"UL1 TR002378","funder_id":"https://openalex.org/F4320337472","funder_display_name":"National Center for Advancing Translational Sciences"},{"id":"https://openalex.org/G1151541496","display_name":null,"funder_award_id":"T32HL087738","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G1541657923","display_name":null,"funder_award_id":"R35 GM145330","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G1646192775","display_name":null,"funder_award_id":"GM145330","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G196810821","display_name":null,"funder_award_id":"UL1TR002378","funder_id":"https://openalex.org/F4320337472","funder_display_name":"National Center for Advancing Translational Sciences"},{"id":"https://openalex.org/G241155103","display_name":null,"funder_award_id":"R35 GM148217","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G2578364121","display_name":null,"funder_award_id":"K23 GM144867","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G3366691992","display_name":null,"funder_award_id":"R01 DK126933","funder_id":"https://openalex.org/F4320337357","funder_display_name":"National Institute of Diabetes and Digestive and Kidney Diseases"},{"id":"https://openalex.org/G3556363119","display_name":null,"funder_award_id":"GM104323","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G35570995","display_name":null,"funder_award_id":"DK126933","funder_id":"https://openalex.org/F4320337357","funder_display_name":"National Institute of Diabetes and Digestive and Kidney Diseases"},{"id":"https://openalex.org/G4119534169","display_name":null,"funder_award_id":"W81XWH","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G4543375798","display_name":null,"funder_award_id":"W81XWH-21-1-0009","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G4656616071","display_name":null,"funder_award_id":"GM104323","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G5135375162","display_name":null,"funder_award_id":"GM072808","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G5327968205","display_name":null,"funder_award_id":"R01 GM072808","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G5850682332","display_name":null,"funder_award_id":"W81XWH","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G6104653292","display_name":null,"funder_award_id":"UL1TR002378","funder_id":"https://openalex.org/F4320337357","funder_display_name":"National Institute of Diabetes and Digestive and Kidney Diseases"},{"id":"https://openalex.org/G6437911573","display_name":null,"funder_award_id":"T32 HL087738","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G6639737835","display_name":null,"funder_award_id":"UL1TR002378","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G6705449281","display_name":null,"funder_award_id":"GM144867","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G6796145176","display_name":null,"funder_award_id":"R01 HL157262","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G7074202022","display_name":null,"funder_award_id":"R01HL157262","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G7415795898","display_name":null,"funder_award_id":"UL1TR002378","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G7466130202","display_name":null,"funder_award_id":"T32HL087738","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G7566631076","display_name":null,"funder_award_id":"R01HL157262","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G7652353406","display_name":null,"funder_award_id":"UL1TR002378","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G8089379677","display_name":null,"funder_award_id":"GM072808","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G8135905059","display_name":null,"funder_award_id":"R01 GM104323","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G8414447449","display_name":null,"funder_award_id":"GM148217","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G8622584335","display_name":null,"funder_award_id":"R01HL157262","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G8875442158","display_name":null,"funder_award_id":"GM148217","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"}],"funders":[{"id":"https://openalex.org/F4320306078","display_name":"U.S. Department of Defense","ror":"https://ror.org/0447fe631"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337338","display_name":"National Heart, Lung, and Blood Institute","ror":"https://ror.org/012pb6c26"},{"id":"https://openalex.org/F4320337354","display_name":"National Institute of General Medical Sciences","ror":"https://ror.org/04q48ey07"},{"id":"https://openalex.org/F4320337357","display_name":"National Institute of Diabetes and Digestive and Kidney Diseases","ror":"https://ror.org/00adh9b73"},{"id":"https://openalex.org/F4320337472","display_name":"National Center for Advancing Translational Sciences","ror":"https://ror.org/04pw6fb54"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4365138356.pdf"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W1523794535","https://openalex.org/W1894414046","https://openalex.org/W1981520342","https://openalex.org/W1991209345","https://openalex.org/W2051224630","https://openalex.org/W2075018786","https://openalex.org/W2108451834","https://openalex.org/W2115462905","https://openalex.org/W2127506019","https://openalex.org/W2132607654","https://openalex.org/W2282181907","https://openalex.org/W2537229494","https://openalex.org/W2790158735","https://openalex.org/W2904493347","https://openalex.org/W2915144372","https://openalex.org/W2970682829","https://openalex.org/W3087544045","https://openalex.org/W3189525725","https://openalex.org/W3205087455","https://openalex.org/W3205250645","https://openalex.org/W4206521462","https://openalex.org/W4213336311","https://openalex.org/W4225998038","https://openalex.org/W4241014756","https://openalex.org/W4283783873","https://openalex.org/W4294281373","https://openalex.org/W4297174839"],"related_works":["https://openalex.org/W2014988084","https://openalex.org/W1671077962","https://openalex.org/W2074401349","https://openalex.org/W4293203576","https://openalex.org/W3082457728","https://openalex.org/W2566415567","https://openalex.org/W4306887032","https://openalex.org/W3209793154","https://openalex.org/W2562074663","https://openalex.org/W3011501242"],"abstract_inverted_index":{"OBJECTIVE:":[0],"Severe":[1],"infection":[2,40],"can":[3],"lead":[4],"to":[5,46,67,88,217,233],"organ":[6],"dysfunction":[7],"and":[8,44,58,77,81,95,112,118,129,137,163,171,175,182,189,206,228,246,260],"sepsis.":[9],"Identifying":[10],"subphenotypes":[11,241],"of":[12,75,199],"infected":[13,237],"patients":[14,90,126,131,238],"is":[15,21],"essential":[16],"for":[17,105],"personalized":[18],"management.":[19],"It":[20],"unknown":[22],"how":[23],"different":[24],"time":[25,62],"series":[26,251],"clustering":[27,79,151,230,252],"algorithms":[28,231],"compare":[29],"in":[30,49,107,127,132,141,150,222,236,263],"identifying":[31],"these":[32],"subphenotypes.":[33,92,266],"MATERIALS":[34],"AND":[35],"METHODS:":[36],"Patients":[37],"with":[38,115,147,185,242,253],"suspected":[39],"admitted":[41],"between":[42],"2014":[43],"2019":[45],"4":[47,142],"hospitals":[48],"Emory":[50],"healthcare":[51],"were":[52,86,103,123],"included,":[53],"split":[54],"into":[55,91],"separate":[56],"training":[57,128],"validation":[59,133],"cohorts.":[60,134],"Dynamic":[61],"warping":[63],"(DTW)":[64],"was":[65,159,167],"applied":[66,232],"vital":[68,234],"signs":[69,235],"from":[70,213],"the":[71,264],"first":[72],"8":[73],"h":[74],"hospitalization,":[76],"hierarchical":[78],"(DTW-HC)":[80],"partition":[82],"around":[83],"medoids":[84],"(DTW-PAM)":[85],"used":[87],"cluster":[89],"DTW-HC,":[93,135],"DTW-PAM,":[94,136],"a":[96],"previously":[97],"published":[98],"group-based":[99],"trajectory":[100,110,145],"model":[101],"(GBTM)":[102],"evaluated":[104],"agreement":[106,149,262],"subphenotype":[108,113],"clusters,":[109],"patterns,":[111],"associations":[114],"clinical":[116,244],"outcomes":[117,245],"treatment":[119,247],"responses.":[120,248],"RESULTS:":[121],"There":[122],"12":[124],"473":[125],"8256":[130],"GBTM":[138],"models":[139],"resulted":[140],"consistent":[143,240],"vitals":[144],"patterns":[146],"significant":[148,210,261],"(71-80%":[152],"agreement,":[153],"P":[154],"<":[155,204,220],".001):":[156],"group":[157,186,190,207],"A":[158,194],"hyperthermic,":[160,168],"tachycardic,":[161,169],"tachypneic,":[162,170],"hypotensive.":[164,192],"Group":[165,193],"B":[166],"hypertensive.":[172],"Groups":[173],"C":[174,187],"D":[176,191,208],"had":[177,195,209],"lower":[178],"temperatures,":[179],"heart":[180],"rates,":[181,184],"respiratory":[183],"normotensive":[188],"higher":[196],"odds":[197],"ratio":[198],"30-day":[200],"inpatient":[201],"mortality":[202,211],"(P":[203,219],".01)":[205,221],"benefit":[212],"balanced":[214],"crystalloids":[215],"compared":[216],"saline":[218],"all":[223],"3":[224],"models.":[225],"DISCUSSION:":[226],"DTW-":[227],"GBTM-based":[229],"identified":[239],"distinct":[243,254],"CONCLUSION:":[249],"Time":[250],"computational":[255],"approaches":[256],"demonstrate":[257],"similar":[258],"performance":[259],"resulting":[265]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":2}],"updated_date":"2026-06-24T13:16:06.693445","created_date":"2025-10-10T00:00:00"}
