{"id":"W1994882116","doi":"10.1097/bot.0000000000000003","title":"The Effect of Sleep Deprivation on a Resident's Situational Awareness in a Trauma Scenario","year":2013,"lang":"en","type":"article","venue":"Journal of Orthopaedic Trauma","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Sleep deprivation; Situational ethics; Comprehension; Physical therapy; Clinical psychology; Psychiatry; Cognition; Psychology; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.001479749,0.0001527223,0.000375572,0.0004534813,0.0001210929,0.00002817394,0.0001528785,0.0001186816,0.0002018785],"category_scores_gemma":[0.0009604685,0.00009966334,0.0002058165,0.0004721642,0.00008362157,0.0002011331,0.000009431032,0.0004723604,0.00001787762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003095468,"about_ca_system_score_gemma":0.0004397893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000294399,"about_ca_topic_score_gemma":0.00007873509,"domain_scores_codex":[0.9972746,0.0002988293,0.001139428,0.0001498513,0.0009159323,0.0002213232],"domain_scores_gemma":[0.9959003,0.002178862,0.0007203534,0.0002718091,0.0007564815,0.0001721499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009372698,0.0001034161,0.9396643,0.000134741,0.00004804621,0.00001223895,0.0009471462,0.00216343,0.0001715201,0.00007886714,0.0005811771,0.05515786],"study_design_scores_gemma":[0.004013579,0.001451984,0.9892607,0.0005565232,0.000054917,0.00007221836,0.0004801262,0.001396622,0.002301071,0.0002239942,0.0001128218,0.00007541078],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992475,0.0004102815,0.0001424929,0.005536424,0.0006061727,0.0006651726,0.000001795136,0.00001044032,0.000152276],"genre_scores_gemma":[0.9990017,0.00002414843,0.0002117946,0.0001828582,0.0004557153,0.00003982317,0.00001055716,0.00002047598,0.00005296971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05508244,"threshold_uncertainty_score":0.4064153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02206498632590869,"score_gpt":0.3265209109979393,"score_spread":0.3044559246720306,"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."}}