{"id":"W4366333077","doi":"10.46747/cfp.6904292","title":"Procedural skills training during residency","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Innovations in Medical Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Competence (human resources); Residency training; Curriculum; Medical education; Dimension (graph theory); Computer science; Medicine; Psychology; Pedagogy; Continuing education","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0008492108,0.0002238364,0.0001488383,0.0006252656,0.001009898,0.0004237209,0.0004173192,0.0004449034,0.01055931],"category_scores_gemma":[0.005181359,0.0001179508,0.0001584408,0.0003343764,0.0003472478,0.0003232318,0.0008308198,0.0009141415,0.002478276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001545538,"about_ca_system_score_gemma":0.009670645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01932511,"about_ca_topic_score_gemma":0.07760463,"domain_scores_codex":[0.9992449,0.0001018399,0.00003210935,0.00005863522,0.0003546646,0.0002078846],"domain_scores_gemma":[0.9980308,0.0003151148,0.0001933906,0.00006011847,0.0005851968,0.0008153542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001031082,0.0009592119,0.03483356,0.001055677,0.0000200129,0.001445088,0.003568773,0.001263595,0.007057594,0.003431258,0.1237288,0.8225332],"study_design_scores_gemma":[0.00005564477,0.001808334,0.3659567,0.003478361,0.00003226691,0.01489386,0.002975404,0.001251323,0.005362548,0.006075157,0.5980253,0.00008509011],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3575628,0.0269774,0.03494151,0.03157268,0.004734751,0.001520922,0.002010316,0.000858221,0.5398214],"genre_scores_gemma":[0.8286074,0.04141358,0.03804007,0.01432759,0.003065417,0.0009839711,0.001728227,0.0001198574,0.07171401],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01932511,"threshold_uncertainty_score":0.03842527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02312120768286484,"score_gpt":0.2892141132493413,"score_spread":0.2660929055664764,"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."}}