{"id":"W3067445071","doi":"10.1371/journal.pone.0237639","title":"Development and validation of delirium prediction model for critically ill adults parameterized to ICU admission acuity","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Hotchkiss Brain Institute; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Delirium; Quartile; Medicine; Receiver operating characteristic; Emergency medicine; Logistic regression; Intensive care; Retrospective cohort study; Cohort; Area under the curve; Cohort study; Checklist; Confidence interval; Internal medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006218796,0.0009453379,0.000757352,0.0007233291,0.0003272157,0.0008807691,0.0008230256,0.000502793,0.0006097836],"category_scores_gemma":[0.01318397,0.0003442386,0.0009543143,0.0003525448,0.0002512419,0.000413498,0.0007635946,0.001034155,0.0002107751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009862346,"about_ca_system_score_gemma":0.001712679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008148329,"about_ca_topic_score_gemma":0.003672858,"domain_scores_codex":[0.9988763,0.0005465032,0.0001053103,0.0002560478,0.0001260718,0.00008977535],"domain_scores_gemma":[0.9934626,0.003918828,0.0006614015,0.0003356365,0.001460454,0.0001610753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0005659194,0.0005295459,0.2140374,0.00008093047,0.0006107016,0.0002865338,0.0002080135,0.7128189,0.002454262,0.0004982714,0.001359241,0.06655024],"study_design_scores_gemma":[0.00002932601,0.000146916,0.01203163,0.0000178827,0.00004973081,0.00004952993,0.00002107191,0.9865229,0.0006313477,0.0003347764,0.0001527311,0.0000122613],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8758594,0.0002173616,0.1216859,0.000200946,0.00003164731,0.0003139695,0.0005356632,0.0004549506,0.0007002034],"genre_scores_gemma":[0.9713613,0.00007117223,0.02717766,0.00004794144,0.00001110097,0.0002281929,0.0008491695,0.00002236356,0.0002310775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008148329,"threshold_uncertainty_score":0.03288853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07440744875931245,"score_gpt":0.2827722168752889,"score_spread":0.2083647681159764,"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."}}