{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0003442527,0.000240425,0.001297815,0.0002258186,0.0001215094,0.000005073781,0.0001075313,0.00007798355,0.000343737],"category_scores_gemma":[0.03769095,0.0001776998,0.0001556156,0.0003854237,0.002316508,0.00005826632,0.00005602922,0.0002640116,0.00002283167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005002975,"about_ca_system_score_gemma":0.00004094236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002004995,"about_ca_topic_score_gemma":0.00003163587,"domain_scores_codex":[0.997962,0.0001467819,0.0005795964,0.0003667817,0.000600617,0.000344232],"domain_scores_gemma":[0.9811971,0.001310192,0.0000818535,0.0003642133,0.01691378,0.0001328198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.2490318,0.008692828,0.03290732,0.009307845,0.003467424,0.002517656,0.3809884,0.00001426121,0.02511382,0.05146461,0.03582936,0.2006648],"study_design_scores_gemma":[0.4067225,0.02089002,0.004149513,0.005322204,0.005394957,0.0001205448,0.5449201,0.003075483,0.00390876,0.004535042,0.0003501251,0.0006107414],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9422901,0.000679564,0.01085833,0.00595629,0.001598291,0.001991765,0.0000139643,0.0001239605,0.03648768],"genre_scores_gemma":[0.9871666,0.000001245487,0.001586286,0.01000842,0.00105523,0.00005922541,0.00003247298,0.00003400779,0.00005644709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.200054,"threshold_uncertainty_score":0.970415,"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."}}