{"id":"W4387147265","doi":"10.2196/43185","title":"Use of a Data Repository to Identify Delirium as a Presenting Symptom of COVID-19 Infection in Hospitalized Adults: Cross-Sectional Cohort Pilot Study","year":2023,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging","keywords":"Delirium; Neurocognitive; Medicine; Cohort; Informatics; Diagnosis code; Medical record; MEDLINE; Cohort study; Emergency department; Emergency medicine; Pediatrics; Intensive care medicine; Medical emergency; Psychiatry; Population; Internal medicine; Environmental health; Cognition","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00816455,0.0004359195,0.0006672702,0.002996626,0.001204236,0.001607082,0.0008736378,0.0008705349,0.001394708],"category_scores_gemma":[0.0242294,0.0004823207,0.001247705,0.00266167,0.0006423211,0.002005037,0.002232629,0.001306752,0.0003933933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001499868,"about_ca_system_score_gemma":0.0026146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02055337,"about_ca_topic_score_gemma":0.02866598,"domain_scores_codex":[0.9952005,0.001488727,0.0009648917,0.001001231,0.0008531201,0.0004915394],"domain_scores_gemma":[0.976297,0.005769704,0.007559296,0.002104232,0.005731006,0.002538805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001893241,0.0003201684,0.9964833,0.00007096161,0.00009154949,0.00008017787,0.0007881947,0.00003141865,0.0001110794,0.00002954472,0.0003556616,0.001448557],"study_design_scores_gemma":[0.00009272512,0.0008516672,0.9936226,0.0001108312,0.0001292838,0.0003196012,0.003065387,0.0005277097,0.0001532342,0.00003677816,0.001062793,0.00002736018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951976,0.0001123916,0.0002521934,0.0001058133,0.00001044579,0.0005434782,0.003536857,0.000008774227,0.0002325613],"genre_scores_gemma":[0.9910087,0.0001612905,0.001441251,0.0002051746,0.00002722691,0.001153551,0.005821256,0.0000124135,0.000169124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02055337,"threshold_uncertainty_score":0.0431788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07888440712333697,"score_gpt":0.4234327040391738,"score_spread":0.3445482969158368,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}