{"id":"W2000720050","doi":"10.1176/appi.ap.11070129","title":"Using Simulation to Train Junior Psychiatry Residents to Work With Agitated Patients: A Pilot Study","year":2013,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Work (physics); Medicine; Psychology; Psychiatry; Medical education; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003335309,0.0003674898,0.0004087818,0.0006206451,0.0002467543,0.00004201406,0.0002692235,0.000186522,0.0002484006],"category_scores_gemma":[0.0002224002,0.0003357513,0.00004925989,0.002034674,0.00003247826,0.0003057349,0.00004705449,0.0007568725,0.0004430829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003880817,"about_ca_system_score_gemma":0.0008232748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007968827,"about_ca_topic_score_gemma":0.00006992561,"domain_scores_codex":[0.9966996,0.0001834964,0.0009517427,0.0007510149,0.0008122916,0.0006018906],"domain_scores_gemma":[0.9972396,0.0001875543,0.0002696676,0.0007153581,0.0007976379,0.0007901216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008760607,0.0009182895,0.971258,0.00008070825,0.0000661278,3.788405e-7,0.002681321,0.01436278,0.00002732551,0.00002223992,0.009186356,0.0005204533],"study_design_scores_gemma":[0.003248745,0.003027073,0.9868461,0.0008406088,0.0001274246,0.000002670231,0.004379068,0.000753662,0.000002762191,0.0003394627,0.00006540993,0.0003669585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740772,0.0001139028,0.0006990079,0.01633831,0.002688832,0.005764764,0.00001109086,0.0002117841,0.00009505626],"genre_scores_gemma":[0.9690991,0.000001171497,0.01573988,0.01355862,0.0009470122,0.0003003513,0.00005445194,0.0001094564,0.0001899647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01558819,"threshold_uncertainty_score":0.9999095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0757037030582964,"score_gpt":0.3973585238097251,"score_spread":0.3216548207514287,"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."}}