{"id":"W1979122329","doi":"10.1016/j.resuscitation.2014.12.003","title":"Pediatric resuscitation training—Instruction all at once or spaced over time?","year":2014,"lang":"en","type":"article","venue":"Resuscitation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Children's Hospital; University of Calgary; Royal College of Physicians and Surgeons of Canada; McGill University","funders":"McGill University","keywords":"Medicine; Resuscitation; Knowledge retention; Cardiopulmonary resuscitation; Medical education; Anesthesia","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0006870159,0.0002032769,0.0002607583,0.000435539,0.0002375315,0.00003930272,0.00007554621,0.0002008622,0.0005113383],"category_scores_gemma":[0.001328445,0.0001914615,0.00008193486,0.0007484292,0.00005006758,0.0002969751,0.00001637553,0.0001966,0.0004155854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007333386,"about_ca_system_score_gemma":0.0003864921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007583084,"about_ca_topic_score_gemma":0.0000389866,"domain_scores_codex":[0.9977453,0.0002280459,0.0005591356,0.0004755881,0.0006434325,0.0003484813],"domain_scores_gemma":[0.9974746,0.0009825724,0.0003526846,0.0003984859,0.0005392494,0.0002524582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007058608,0.000469028,0.7973492,0.002455652,0.0002049031,0.00002129815,0.05350699,0.01020599,0.02281402,0.005474522,0.05486141,0.04557842],"study_design_scores_gemma":[0.004156115,0.0004669573,0.9564466,0.0001336567,0.0001747742,0.00002358023,0.0009863784,0.03165219,0.0004706054,0.001131492,0.0040169,0.0003407507],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918224,0.00004540303,0.0008902434,0.003461467,0.001234057,0.0007162446,0.00001074956,0.0002391572,0.001580257],"genre_scores_gemma":[0.9898101,0.00002450929,0.005206035,0.0008133735,0.001581138,0.00006554281,0.0005756142,0.00005111809,0.001872575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1590974,"threshold_uncertainty_score":0.7807574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05313053803672235,"score_gpt":0.3567617111498184,"score_spread":0.303631173113096,"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."}}