{"id":"W2768633679","doi":"10.1097/pec.0000000000001362","title":"Procedural Training and Assessment for Pediatric Emergency Medicine Physicians Within the United States and Canada","year":2017,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Training (meteorology); Pediatric emergency medicine; Modalities; Needs assessment; MEDLINE; Family medicine; Emergency medicine; Emergency department; Medical education; Nursing; Emergency physician","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":[0.001069646,0.0001421505,0.000124038,0.0004727497,0.001314968,0.0005488179,0.0006302972,0.0002942347,0.00223154],"category_scores_gemma":[0.005819463,0.0001850005,0.0001360236,0.0009837872,0.0004762014,0.0004045416,0.0006090254,0.0005873599,0.0001877997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007504317,"about_ca_system_score_gemma":0.02510915,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8465647,"about_ca_topic_score_gemma":0.9120728,"domain_scores_codex":[0.9983426,0.0002056563,0.0001136635,0.000131647,0.0007450351,0.0004613912],"domain_scores_gemma":[0.9929932,0.0005696702,0.001953096,0.00008272637,0.002188275,0.002213058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002057341,0.00006694585,0.9848949,0.00004965055,0.000007502669,0.0001068567,0.000828762,0.00007865756,0.0001442315,0.0000422151,0.001383981,0.01237559],"study_design_scores_gemma":[0.000003095142,0.00003823308,0.9962095,0.0000439875,0.00000363536,0.0001471628,0.002024958,0.000127717,0.0000634679,0.000009562391,0.00132443,0.00000437405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928027,0.0007223092,0.0002172556,0.00194482,0.00002125791,0.00005009293,0.0006051992,0.00001519612,0.003621242],"genre_scores_gemma":[0.9972222,0.0009030013,0.000497997,0.0003946599,0.00001762687,0.00002789175,0.0003252088,0.000003689519,0.0006077382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8465647,"threshold_uncertainty_score":0.3086777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0498583813308555,"score_gpt":0.3799764783455218,"score_spread":0.3301180970146663,"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."}}