{"id":"W4213268387","doi":"10.18192/uojm.v11is5.4980","title":"A distributed learning strategy improves performance and retention of skills in neonatal resuscitation","year":2022,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Ottawa Hospital; Champlain Regional College; University of Ottawa","funders":"University of Ottawa","keywords":"Knowledge retention; Session (web analytics); Test (biology); Medicine; Resuscitation; Psychological intervention; Neonatal resuscitation; Randomized controlled trial; Significant difference; Physical therapy; Anesthesia; Medical education; Computer science; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001023022,0.0005099436,0.0007876974,0.0002480529,0.000230605,0.0003597711,0.0007289981,0.0006202012,0.001925832],"category_scores_gemma":[0.002052944,0.0001988854,0.000290431,0.0001539436,0.0004643823,0.0003842368,0.0004004129,0.0007036126,0.0002291005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005146546,"about_ca_system_score_gemma":0.0006958392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003129995,"about_ca_topic_score_gemma":0.00666375,"domain_scores_codex":[0.9993229,0.0002611434,0.0000694892,0.0001662026,0.0001096267,0.00007072709],"domain_scores_gemma":[0.9991952,0.0002358206,0.0002173047,0.00006334647,0.00004871471,0.0002397081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.400137,0.1527578,0.01005957,0.002691162,0.001112704,0.0001098342,0.0004579141,0.001737578,0.03338328,0.0001467894,0.0008412107,0.3965651],"study_design_scores_gemma":[0.08344019,0.8149855,0.08478939,0.0004182914,0.0007359844,0.0001451251,0.0002024545,0.001908389,0.01213903,0.0001689742,0.001003862,0.00006283764],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985594,0.0006490487,0.0001870644,0.00005595713,0.00002803988,0.0001929416,0.00002088671,0.00001197829,0.0002946534],"genre_scores_gemma":[0.9963409,0.000761627,0.001549567,0.00008664593,0.00005289608,0.0002897611,0.00006608499,0.000002856327,0.0008495623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003129995,"threshold_uncertainty_score":0.006442547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00667327565503819,"score_gpt":0.2183721380550094,"score_spread":0.2116988623999712,"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."}}