{"id":"W2410139109","doi":"10.2310/8000.2013.131136","title":"Postresuscitation debriefing in the pediatric emergency department: a national needs assessment","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":101,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Debriefing; Workload; Medicine; Emergency department; Nursing; Medical education; MEDLINE; Medical emergency; Family medicine","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":[0.002005057,0.0001502657,0.0002621366,0.001202315,0.0001753804,0.000004998888,0.0001983458,0.00007632899,0.003232587],"category_scores_gemma":[0.001410058,0.0001097909,0.00009132414,0.001420523,0.0000359994,0.000131657,0.000003273769,0.0003858727,0.00001107452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004520783,"about_ca_system_score_gemma":0.002809409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003558002,"about_ca_topic_score_gemma":0.004760749,"domain_scores_codex":[0.9973352,0.0002323447,0.001194084,0.0001307026,0.0007861554,0.0003214933],"domain_scores_gemma":[0.9971071,0.0002534374,0.0004606497,0.0001892055,0.001432498,0.0005570616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001540615,0.00003711163,0.9479848,0.00008736591,0.00002049971,0.0000100146,0.003909109,0.0003289962,0.0000170733,0.00241399,0.04488339,0.0002923136],"study_design_scores_gemma":[0.001036402,0.0004287478,0.9815091,0.0001002728,0.0001221128,0.00004258896,0.003476942,0.000736272,0.000001677079,0.002342131,0.01009187,0.000111863],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9320746,0.001867419,0.000536907,0.04854301,0.008839791,0.0004282316,0.000008923509,0.000007276629,0.007693859],"genre_scores_gemma":[0.9948105,0.0002042326,0.0002137379,0.001010902,0.003541789,0.000016143,0.00005986505,0.00001775969,0.0001250975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06273589,"threshold_uncertainty_score":0.9976786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0940670408100568,"score_gpt":0.4118644395623612,"score_spread":0.3177973987523044,"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."}}