{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00007420169,0.0001010816,0.0002516079,0.0000583402,0.00003544236,0.000005851964,0.00003058739,0.00006493509,0.00001440891],"category_scores_gemma":[0.02060934,0.00009647317,0.00003339236,0.00008309,0.00002613901,0.00005199432,0.00003354672,0.00007176962,0.000004210565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003270064,"about_ca_system_score_gemma":0.00009253255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000143099,"about_ca_topic_score_gemma":7.730028e-7,"domain_scores_codex":[0.9991483,0.0000166872,0.0002567483,0.0002262919,0.0002163606,0.0001356022],"domain_scores_gemma":[0.9864696,0.00006834851,0.00004184651,0.00007488345,0.01312733,0.0002180169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.006292125,0.0009555736,0.0007563881,0.00144826,0.0003020878,0.000002638395,0.005737485,0.00002118991,0.9761003,0.00005462358,0.001495818,0.006833542],"study_design_scores_gemma":[0.003320285,0.001174933,0.001849738,0.001036351,0.0003936155,0.000001274509,0.001695256,0.1211241,0.86905,0.00007622771,0.0001177904,0.0001604208],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9135006,0.00001173145,0.07137807,0.01374517,0.00001398592,0.001114044,0.00008588986,0.00004267418,0.0001077962],"genre_scores_gemma":[0.8681799,0.00000970087,0.09672692,0.03468717,0.00003072556,0.00009204834,0.0002176691,0.00001864171,0.00003726642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1211029,"threshold_uncertainty_score":0.9876405,"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."}}