{"id":"W3160154671","doi":"10.1016/j.resplu.2021.100137","title":"Deliberate practice and mastery learning in resuscitation education: A scoping review","year":2021,"lang":"en","type":"review","venue":"Resuscitation Plus","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Resuscitation; Psychology; Mastery learning; Medical education; Medicine; Mathematics education; Emergency 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.031259,0.001508431,0.004831281,0.01956344,0.001708157,0.006690651,0.002656423,0.004436127,0.003825879],"category_scores_gemma":[0.1261445,0.001428742,0.005506035,0.01814664,0.002242579,0.006732759,0.003641181,0.00296246,0.0006680819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005482393,"about_ca_system_score_gemma":0.03097186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008205471,"about_ca_topic_score_gemma":0.01481755,"domain_scores_codex":[0.9757568,0.009895004,0.00822046,0.001130503,0.004327021,0.0006700693],"domain_scores_gemma":[0.8597131,0.1174115,0.01154695,0.001716881,0.008846154,0.0007653445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001467059,0.00008098448,0.001398312,0.6660225,0.001506557,0.000156668,0.001968126,0.0003618206,0.0001667296,0.002910909,0.005779261,0.3195015],"study_design_scores_gemma":[0.00002851163,0.0000845768,0.002066761,0.9617989,0.002692522,0.0002117997,0.0008991085,0.0001038438,0.0001173246,0.0009177951,0.03105522,0.0000236496],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005275844,0.9972473,0.0002643633,0.0007595477,0.000184449,0.0002180996,0.00005274765,0.000005415166,0.0007404302],"genre_scores_gemma":[0.005115508,0.9926153,0.000947371,0.0004411526,0.0001304328,0.0005442878,0.00008720248,0.0000043348,0.0001143861],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.031259,"threshold_uncertainty_score":0.1653154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1005381458081725,"score_gpt":0.4792625378544589,"score_spread":0.3787243920462865,"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."}}