{"id":"https://openalex.org/W4386278480","doi":"https://doi.org/10.1093/jamia/ocad174","title":"Transportability of bacterial infection prediction models for critically ill patients","display_name":"Transportability of bacterial infection prediction models for critically ill patients","publication_year":2023,"publication_date":"2023-08-30","ids":{"openalex":"https://openalex.org/W4386278480","doi":"https://doi.org/10.1093/jamia/ocad174","pmid":"https://pubmed.ncbi.nlm.nih.gov/37647884"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocad174","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocad174","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/PMC10746321/pdf/ocad174.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066750021","display_name":"Garrett Eickelberg","orcid":"https://orcid.org/0000-0002-5732-735X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Garrett Eickelberg","raw_affiliation_strings":["Department of Preventive Medicine (Health & Biomedical Informatics), Feinberg School of Medicine , Chicago, IL 60611, United States"],"raw_orcid":"https://orcid.org/0000-0002-5732-735X","affiliations":[{"raw_affiliation_string":"Department of Preventive Medicine (Health & Biomedical Informatics), Feinberg School of Medicine , Chicago, IL 60611, United States","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027617094","display_name":"L. Nelson Sanchez\u2010Pinto","orcid":"https://orcid.org/0000-0002-7434-6747"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lazaro Nelson Sanchez-Pinto","raw_affiliation_strings":["Department of Preventive Medicine (Health & Biomedical Informatics), Feinberg School of Medicine , Chicago, IL 60611, United States","Departments of Pediatrics (Critical Care) , Chicago, IL 60611, United States"],"raw_orcid":"https://orcid.org/0000-0002-7434-6747","affiliations":[{"raw_affiliation_string":"Department of Preventive Medicine (Health & Biomedical Informatics), Feinberg School of Medicine , Chicago, IL 60611, United States","institution_ids":[]},{"raw_affiliation_string":"Departments of Pediatrics (Critical Care) , Chicago, IL 60611, United States","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017607742","display_name":"Adrienne Sarah Kline","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Adrienne Sarah Kline","raw_affiliation_strings":["Department of Preventive Medicine (Health & Biomedical Informatics), Feinberg School of Medicine , Chicago, IL 60611, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Preventive Medicine (Health & Biomedical Informatics), Feinberg School of Medicine , Chicago, IL 60611, United States","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100452550","display_name":"Yuan Luo","orcid":"https://orcid.org/0000-0003-0195-7456"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Yuan Luo","raw_affiliation_strings":["Department of Preventive Medicine (Health & Biomedical Informatics), Feinberg School of Medicine , Chicago, IL 60611, United States"],"raw_orcid":"https://orcid.org/0000-0003-0195-7456","affiliations":[{"raw_affiliation_string":"Department of Preventive Medicine (Health & Biomedical Informatics), Feinberg School of Medicine , Chicago, IL 60611, United States","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100452550"],"corresponding_institution_ids":[],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":null,"fwci":1.0712,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.79706551,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"31","issue":"1","first_page":"98","last_page":"108"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10897","display_name":"Antibiotic Use and Resistance","score":0.3124000132083893,"subfield":{"id":"https://openalex.org/subfields/2402","display_name":"Applied Microbiology and Biotechnology"},"field":{"id":"https://openalex.org/fields/24","display_name":"Immunology and Microbiology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10897","display_name":"Antibiotic Use and Resistance","score":0.3124000132083893,"subfield":{"id":"https://openalex.org/subfields/2402","display_name":"Applied Microbiology and Biotechnology"},"field":{"id":"https://openalex.org/fields/24","display_name":"Immunology and Microbiology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10147","display_name":"Antibiotic Resistance in Bacteria","score":0.09149999916553497,"subfield":{"id":"https://openalex.org/subfields/1313","display_name":"Molecular Medicine"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12167","display_name":"Bacterial Identification and Susceptibility Testing","score":0.07029999792575836,"subfield":{"id":"https://openalex.org/subfields/1308","display_name":"Clinical Biochemistry"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/critically-ill","display_name":"Critically ill","score":0.7868142127990723},{"id":"https://openalex.org/keywords/intensive-care-unit","display_name":"Intensive care unit","score":0.7070233821868896},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5872595310211182},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.5236656069755554},{"id":"https://openalex.org/keywords/intensive-care","display_name":"Intensive care","score":0.5002028942108154},{"id":"https://openalex.org/keywords/emergency-medicine","display_name":"Emergency medicine","score":0.47008800506591797},{"id":"https://openalex.org/keywords/tertiary-care","display_name":"Tertiary care","score":0.4537818431854248}],"concepts":[{"id":"https://openalex.org/C2991859549","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Critically ill","level":2,"score":0.7868142127990723},{"id":"https://openalex.org/C2776376669","wikidata":"https://www.wikidata.org/wiki/Q5094647","display_name":"Intensive care unit","level":2,"score":0.7070233821868896},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5872595310211182},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.5236656069755554},{"id":"https://openalex.org/C2987404301","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care","level":2,"score":0.5002028942108154},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.47008800506591797},{"id":"https://openalex.org/C2991842025","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Tertiary care","level":2,"score":0.4537818431854248}],"mesh":[{"descriptor_ui":"D000900","descriptor_name":"Anti-Bacterial Agents","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D000900","descriptor_name":"Anti-Bacterial Agents","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D000900","descriptor_name":"Anti-Bacterial Agents","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D000900","descriptor_name":"Anti-Bacterial Agents","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D000900","descriptor_name":"Anti-Bacterial Agents","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D000900","descriptor_name":"Anti-Bacterial Agents","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D001424","descriptor_name":"Bacterial Infections","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001424","descriptor_name":"Bacterial Infections","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001424","descriptor_name":"Bacterial Infections","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001424","descriptor_name":"Bacterial Infections","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001424","descriptor_name":"Bacterial Infections","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001424","descriptor_name":"Bacterial Infections","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001424","descriptor_name":"Bacterial Infections","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":true},{"descriptor_ui":"D001424","descriptor_name":"Bacterial Infections","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":true},{"descriptor_ui":"D001424","descriptor_name":"Bacterial Infections","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":true},{"descriptor_ui":"D001424","descriptor_name":"Bacterial Infections","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":true},{"descriptor_ui":"D001424","descriptor_name":"Bacterial Infections","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":true},{"descriptor_ui":"D001424","descriptor_name":"Bacterial Infections","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":true},{"descriptor_ui":"D003422","descriptor_name":"Critical Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003422","descriptor_name":"Critical Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003422","descriptor_name":"Critical Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003422","descriptor_name":"Critical Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003422","descriptor_name":"Critical Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003422","descriptor_name":"Critical Care","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":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016638","descriptor_name":"Critical Illness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016638","descriptor_name":"Critical Illness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016638","descriptor_name":"Critical Illness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016638","descriptor_name":"Critical Illness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016638","descriptor_name":"Critical Illness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016638","descriptor_name":"Critical Illness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1093/jamia/ocad174","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocad174","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:37647884","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37647884","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:10746321","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10746321","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10746321/pdf/ocad174.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:10746321","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10746321","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10746321/pdf/ocad174.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":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.46000000834465027}],"awards":[{"id":"https://openalex.org/G3022260635","display_name":null,"funder_award_id":"U01TR003528","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G5930967413","display_name":null,"funder_award_id":"R01LM013337","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G7031642296","display_name":null,"funder_award_id":"5T32LM01220304","funder_id":"https://openalex.org/F4320337372","funder_display_name":"U.S. National Library of Medicine"}],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337372","display_name":"U.S. National Library of Medicine","ror":"https://ror.org/0060t0j89"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386278480.pdf"},"referenced_works_count":55,"referenced_works":["https://openalex.org/W147565337","https://openalex.org/W1601515871","https://openalex.org/W1618905105","https://openalex.org/W1994682257","https://openalex.org/W1997192661","https://openalex.org/W2042571564","https://openalex.org/W2048409261","https://openalex.org/W2084164487","https://openalex.org/W2101234009","https://openalex.org/W2104039704","https://openalex.org/W2165158988","https://openalex.org/W2169054220","https://openalex.org/W2225109326","https://openalex.org/W2242390630","https://openalex.org/W2288108679","https://openalex.org/W2318492449","https://openalex.org/W2328176404","https://openalex.org/W2396881363","https://openalex.org/W2474667434","https://openalex.org/W2581605534","https://openalex.org/W2627012798","https://openalex.org/W2756841430","https://openalex.org/W2776803885","https://openalex.org/W2793642340","https://openalex.org/W2794276483","https://openalex.org/W2803356499","https://openalex.org/W2805020971","https://openalex.org/W2911964244","https://openalex.org/W2915362068","https://openalex.org/W2937634146","https://openalex.org/W2996480032","https://openalex.org/W3007453563","https://openalex.org/W3012868903","https://openalex.org/W3023750853","https://openalex.org/W3023757607","https://openalex.org/W3048831848","https://openalex.org/W3048976663","https://openalex.org/W3109609494","https://openalex.org/W3120766804","https://openalex.org/W3127851201","https://openalex.org/W3141562538","https://openalex.org/W3174786846","https://openalex.org/W3203103016","https://openalex.org/W3215686012","https://openalex.org/W4210724916","https://openalex.org/W4281480917","https://openalex.org/W4282960414","https://openalex.org/W4286377178","https://openalex.org/W6606060964","https://openalex.org/W6636501900","https://openalex.org/W6675354045","https://openalex.org/W6690693706","https://openalex.org/W6792669679","https://openalex.org/W6839108106","https://openalex.org/W6840575644"],"related_works":["https://openalex.org/W2474790959","https://openalex.org/W2057630253","https://openalex.org/W2740671600","https://openalex.org/W2327606279","https://openalex.org/W2331454882","https://openalex.org/W2274076556","https://openalex.org/W2362037864","https://openalex.org/W1984498786","https://openalex.org/W2280614645","https://openalex.org/W3036062714"],"abstract_inverted_index":{"OBJECTIVE:":[0],"Bacterial":[1],"infections":[2],"(BIs)":[3],"are":[4],"common,":[5],"costly,":[6],"and":[7,24,31,44,76,118,126,134,147,168,171],"potentially":[8,26],"life-threatening":[9],"in":[10,68,102,210],"critically":[11],"ill":[12],"patients.":[13],"Patients":[14,93],"with":[15],"suspected":[16,94],"BIs":[17],"may":[18],"require":[19],"empiric":[20],"multidrug":[21],"antibiotic":[22],"regimens":[23],"therefore":[25],"be":[27],"exposed":[28],"to":[29,41,52,200,238,258],"prolonged":[30],"unnecessary":[32,50],"antibiotics.":[33],"We":[34,81],"previously":[35],"developed":[36,138],"a":[37,60,77,97],"BI":[38,65,99,230],"risk":[39,66,231],"model":[40,67,90,183,192,250],"augment":[42],"practices":[43],"help":[45],"shorten":[46],"the":[47,145,176,181,190,245],"duration":[48],"of":[49,63,95,165,247],"antibiotics":[51],"improve":[53],"patient":[54],"outcomes.":[55],"Here,":[56],"we":[57],"have":[58],"performed":[59],"transportability":[61,186],"assessment":[62],"this":[64],"2":[69],"tertiary":[70],"intensive":[71],"care":[72],"unit":[73],"(ICU)":[74],"settings":[75],"community":[78,155,178],"ICU":[79,122,179],"setting.":[80],"additionally":[82],"explored":[83],"how":[84],"simple":[85],"multisite":[86],"learning":[87,204],"techniques":[88],"impacted":[89],"transportability.":[91],"METHODS:":[92],"having":[96],"community-acquired":[98],"were":[100,129,142,172],"identified":[101],"3":[103],"datasets:":[104],"Medical":[105],"Information":[106],"Mart":[107],"for":[108],"Intensive":[109],"Care":[110],"III":[111],"(MIMIC),":[112],"Northwestern":[113],"Medicine":[114],"Tertiary":[115],"(NM-T)":[116,170],"ICUs,":[117],"NM":[119,154],"\"community-based\"":[120],"ICUs.":[121],"encounters":[123],"from":[124],"MIMIC":[125,148,191],"NM-T":[127,146,182],"datasets":[128],"split":[130],"into":[131],"70/30":[132],"train":[133],"test":[135,149],"sets.":[136],"Models":[137],"on":[139,252],"training":[140],"data":[141],"evaluated":[143],"against":[144],"sets,":[150],"as":[151,153],"well":[152,173],"validation":[156,212,251],"data.":[157],"RESULTS:":[158],"During":[159],"internal":[160,211],"validations,":[161],"models":[162,232],"achieved":[163],"AUROCs":[164],"0.78":[166],"(MIMIC)":[167],"0.81":[169],"calibrated.":[174],"In":[175],"external":[177,239,249],"validation,":[180],"had":[184],"robust":[185],"(AUROC":[187,196],"0.81)":[188],"while":[189],"transported":[193,237],"less":[194],"favorably":[195],"0.74),":[197],"likely":[198],"due":[199],"case-mix":[201],"differences.":[202],"Multisite":[203],"provided":[205],"no":[206],"significant":[207],"discrimination":[208],"benefit":[209],"studies":[213],"but":[214],"offered":[215],"more":[216],"stability":[217],"during":[218],"transport":[219],"across":[220],"all":[221],"evaluation":[222],"datasets.":[223],"DISCUSSION:":[224],"These":[225],"results":[226],"suggest":[227],"that":[228],"our":[229],"maintain":[233],"predictive":[234],"utility":[235],"when":[236],"cohorts.":[240],"CONCLUSION:":[241],"Our":[242],"findings":[243],"highlight":[244],"importance":[246],"performing":[248],"myriad":[253],"clinically":[254],"relevant":[255],"populations":[256],"prior":[257],"implementation.":[259]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}
