{"id":"W2187365503","doi":"10.1017/s1481803500011805","title":"Simulation-based training in critical resuscitation procedures improves residents' competence","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":91,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; University of Calgary","funders":"","keywords":"Competence (human resources); Medicine; Educational measurement; Simulation training; Simulated patient; Medical education; Multidisciplinary approach; Curriculum; Family medicine; Psychology; Simulation","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":[0.001165382,0.0003390429,0.0002682723,0.0002375388,0.000219095,0.0004361818,0.0003610437,0.0006734754,0.00448117],"category_scores_gemma":[0.008963034,0.000166663,0.0002529257,0.000110628,0.0001466853,0.0003667575,0.0006099037,0.0006719265,0.0008479216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003649399,"about_ca_system_score_gemma":0.001198676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001450121,"about_ca_topic_score_gemma":0.003113046,"domain_scores_codex":[0.9994817,0.0002809126,0.00003305875,0.00004432923,0.0001044296,0.00005563414],"domain_scores_gemma":[0.9972004,0.001483862,0.0002429107,0.0001391188,0.0003135378,0.0006201842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.008562139,0.06232008,0.05690969,0.0009984974,0.0003523395,0.0006402804,0.004840431,0.04933716,0.02529649,0.001360842,0.03753754,0.7518444],"study_design_scores_gemma":[0.007366563,0.06476927,0.6381385,0.002648947,0.0006333641,0.002733748,0.004623035,0.1593773,0.03539187,0.008027526,0.07582005,0.0004697482],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858791,0.0003577746,0.00388684,0.001048256,0.0002369604,0.0001983263,0.00008591185,0.0001659938,0.008140847],"genre_scores_gemma":[0.9868571,0.0005829629,0.009458606,0.0002835673,0.00006560256,0.0001923481,0.0001942402,0.00001799887,0.002347566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00448117,"threshold_uncertainty_score":0.01499099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1508704089553083,"score_gpt":0.4541153443603194,"score_spread":0.3032449354050111,"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."}}