{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002927945,0.0002662632,0.0003362582,0.000173204,0.001184151,0.00001523953,0.0001936515,0.00008167896,0.0001560921],"category_scores_gemma":[0.0005644324,0.0002001279,0.00005015711,0.0003145063,0.00006462999,0.0001114783,0.00004484247,0.0002840934,4.180125e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000175466,"about_ca_system_score_gemma":0.001573238,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2518834,"about_ca_topic_score_gemma":0.1066879,"domain_scores_codex":[0.9979988,0.00005321556,0.000676747,0.0004290156,0.0004599683,0.0003822092],"domain_scores_gemma":[0.9974018,0.0002122663,0.0005739091,0.0004958797,0.001066527,0.0002496042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001931076,0.00001759756,0.9611534,0.001259676,0.00002763353,0.000001520924,0.0137147,0.00009869184,0.000002762273,0.0001024126,0.0231615,0.0004407457],"study_design_scores_gemma":[0.001033468,0.0002767497,0.9476275,0.00002400101,0.0007059379,0.000005077676,0.04520029,0.002794352,0.000003534673,0.0002729067,0.001764868,0.0002913352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769272,0.005651866,0.00006774146,0.01250782,0.003204085,0.001218473,0.0001194723,0.00004421673,0.000259099],"genre_scores_gemma":[0.9886657,0.005873382,0.0003281198,0.000347788,0.003766297,0.0002325704,0.0004355055,0.00004639766,0.0003042195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1451955,"threshold_uncertainty_score":0.910765,"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."}}