{"id":"W2466373432","doi":"10.1016/j.cpem.2016.05.005","title":"The Past, Present, and Future of Simulation-based Education for Pediatric Emergency Medicine","year":2016,"lang":"en","type":"article","venue":"Clinical Pediatric Emergency Medicine","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Medicine; Multidisciplinary approach; Teamwork; Patient safety; Psychological intervention; Quality (philosophy); Pediatric emergency medicine; Simulation training; Health care; Medical education; Nursing; Emergency department; Simulation; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002586656,0.0004008455,0.0008362519,0.0004384322,0.0003551601,0.00000185077,0.000311309,0.0003659488,0.003143083],"category_scores_gemma":[0.005244348,0.0002179463,0.000272189,0.001319439,0.0003637065,0.000115864,0.00003975736,0.0003309077,0.00001929749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008977549,"about_ca_system_score_gemma":0.001101662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007398646,"about_ca_topic_score_gemma":0.000005734612,"domain_scores_codex":[0.993726,0.0003214293,0.003794215,0.0007683335,0.0008630742,0.0005269443],"domain_scores_gemma":[0.9841319,0.00965324,0.001545211,0.001033838,0.002916952,0.0007188859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003386986,0.0002870381,0.7837442,0.0008014544,0.00003580148,2.066966e-7,0.0001866976,0.00005196088,0.000007207303,0.0003169254,0.204726,0.009503829],"study_design_scores_gemma":[0.005533428,0.00220313,0.8566629,0.00009925434,0.001599902,0.00000140704,0.0007410769,0.002008943,0.000003140924,0.003670372,0.1271022,0.0003743093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5247809,0.07127099,0.00906102,0.3288126,0.05737865,0.006328899,0.00008961168,0.0002627879,0.002014527],"genre_scores_gemma":[0.8432528,0.03017576,0.0002542439,0.0003054533,0.1217188,0.0002911622,0.0001252682,0.0000799047,0.0037966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3285071,"threshold_uncertainty_score":0.9977682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09778170285558745,"score_gpt":0.4721166204634523,"score_spread":0.3743349176078648,"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."}}