{"id":"W2964533429","doi":"10.1136/bmjstel-2019-000485","title":"‘Live Die Repeat’ simulation for medical students","year":2019,"lang":"en","type":"article","venue":"BMJ Simulation & Technology Enhanced Learning","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centres Intégré Universitaires de Santé et de Services Sociaux; Université de Montréal; Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Debriefing; Coaching; Context (archaeology); Computer science; Curriculum; Medical education; Blueprint; Reflective practice; Psychology; Simulation; Medicine; Pedagogy; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009599612,0.000275692,0.0005094499,0.0006515768,0.0002771638,0.00003470374,0.0002881951,0.0008003736,0.001147157],"category_scores_gemma":[0.006051053,0.0002911421,0.0001448632,0.0005882689,0.00009875704,0.0001785712,0.00009494189,0.000775933,0.0004740525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003756685,"about_ca_system_score_gemma":0.0004258163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001100468,"about_ca_topic_score_gemma":0.000003045454,"domain_scores_codex":[0.996636,0.0001179609,0.000954149,0.0007189734,0.001085876,0.0004869796],"domain_scores_gemma":[0.9948521,0.002182645,0.0005149969,0.0006441725,0.001614665,0.0001914376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004096532,0.00009739118,0.4099426,0.000143371,0.00005732218,0.000003296225,0.0006413505,0.5620005,0.0003198427,0.0001290629,0.00001721392,0.02623839],"study_design_scores_gemma":[0.006759849,0.0007497838,0.1266844,0.0005292486,0.00008824502,0.000008153416,0.002152917,0.8569606,0.001480678,0.0009243307,0.003265804,0.000396015],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9335868,0.0001311384,0.0574576,0.00299842,0.0006645984,0.003764136,0.000002589281,0.0009010701,0.0004935942],"genre_scores_gemma":[0.9941903,0.00000963016,0.002490675,0.0006326964,0.0003571862,0.0004048744,0.0001785797,0.0000782265,0.001657816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2949601,"threshold_uncertainty_score":0.999954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02373998939696203,"score_gpt":0.4361737917336512,"score_spread":0.4124338023366891,"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."}}