{"id":"W2762905039","doi":"10.1093/pch/pxx086.029","title":"PEDIATRIC SIMULATION IN EMERGENCY MEDICINE RESIDENCY TRAINING","year":2017,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pediatric emergency medicine; Curriculum; Accreditation; Medicine; Simulation training; Medical education; Medical emergency; Family medicine; Emergency department; Emergency medicine; Nursing; Psychology; Simulation; Emergency physician; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003463726,0.0002612272,0.0001797777,0.0003822939,0.0008198969,0.001191597,0.0006443122,0.0005617351,0.01494205],"category_scores_gemma":[0.01690184,0.0001592089,0.0001668753,0.0006153947,0.0007403535,0.0006521757,0.002468685,0.001095467,0.001524234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002336348,"about_ca_system_score_gemma":0.0144663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01121431,"about_ca_topic_score_gemma":0.02371804,"domain_scores_codex":[0.9957562,0.002644626,0.00018928,0.0001198764,0.0008740306,0.0004158614],"domain_scores_gemma":[0.9870024,0.005497795,0.001716932,0.0003426976,0.001729842,0.003710369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003321563,0.001794149,0.3039174,0.003245898,0.00004829983,0.001070343,0.006284062,0.006418474,0.001662213,0.01215369,0.07571569,0.5873576],"study_design_scores_gemma":[0.0001432172,0.001141849,0.4982791,0.007679701,0.00007185435,0.004492294,0.01250681,0.007328574,0.003064889,0.009803928,0.4554027,0.00008497022],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5824072,0.02360572,0.02811092,0.07799584,0.002129981,0.001568971,0.00142086,0.0007164786,0.282044],"genre_scores_gemma":[0.9550679,0.01187105,0.02037796,0.004399682,0.0003911146,0.0004083609,0.0006619035,0.00003997076,0.006781985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01494205,"threshold_uncertainty_score":0.04998612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1007438007325832,"score_gpt":0.4290653178476477,"score_spread":0.3283215171150644,"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."}}