{"id":"W2898056872","doi":"10.1097/ccm.0000000000003473","title":"Estimating ICU Benefit: A Randomized Study of Physicians","year":2018,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Vignette; Randomized controlled trial; Intensive care unit; Severity of illness; Intensive care; Illness severity; Intraclass correlation; Emergency medicine; Intensive care medicine; Nursing; Internal medicine; Psychometrics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.02017528,0.001904933,0.003019344,0.0009141293,0.001012128,0.001445998,0.001446342,0.005097866,0.01049157],"category_scores_gemma":[0.04527467,0.001329918,0.002050298,0.0007727966,0.003072463,0.002615207,0.001109766,0.00331724,0.001042792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001617046,"about_ca_system_score_gemma":0.002511878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007603035,"about_ca_topic_score_gemma":0.0008054379,"domain_scores_codex":[0.9593701,0.03447168,0.001583279,0.00199304,0.001537103,0.001044768],"domain_scores_gemma":[0.9543942,0.03226045,0.007217678,0.00230593,0.001224532,0.00259722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9529154,0.03357054,0.001881022,0.0004071939,0.0005393332,0.00005176885,0.000178134,0.0003189245,0.0003199343,0.0002900951,0.0003256067,0.009202035],"study_design_scores_gemma":[0.8452848,0.1498913,0.001720683,0.00008745505,0.0003406517,0.00002948175,0.00008490342,0.001306066,0.0002201566,0.0005657203,0.0004453787,0.00002334528],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646413,0.00148498,0.002564351,0.001209575,0.001187621,0.02662392,0.0003175879,0.00007328832,0.001897306],"genre_scores_gemma":[0.952764,0.0008378068,0.006322532,0.001674558,0.001202814,0.03535898,0.000194527,0.00001385787,0.001630991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02017528,"threshold_uncertainty_score":0.1066983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0214226394577472,"score_gpt":0.3524684336552499,"score_spread":0.3310457941975027,"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."}}