{"id":"W3177444229","doi":"10.1097/prs.0000000000008059","title":"Toward Competency-Based Training: To What Extent Are We Competency-Based?","year":2021,"lang":"en","type":"review","venue":"Plastic & Reconstructive Surgery","topic":"Innovations in Medical Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Psychological intervention; Graduate medical education; Competence (human resources); Medical education; Medicine; MEDLINE; Inclusion (mineral); Nursing; Family medicine; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04997419,0.0005206525,0.002039742,0.00432772,0.001254042,0.007004774,0.002133183,0.002786714,0.003874662],"category_scores_gemma":[0.1769246,0.0005188133,0.001531218,0.004582567,0.004295336,0.01195174,0.002440586,0.003610398,0.000783435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006829328,"about_ca_system_score_gemma":0.02838859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00942713,"about_ca_topic_score_gemma":0.0124045,"domain_scores_codex":[0.9670748,0.01776782,0.004399705,0.001897667,0.007833431,0.001026542],"domain_scores_gemma":[0.8385363,0.1178067,0.01732525,0.003160754,0.0196978,0.003473243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000210966,0.0001513725,0.01271469,0.1947081,0.00078976,0.0001666305,0.01081585,0.0003389138,0.0005619352,0.01843621,0.01680814,0.7442975],"study_design_scores_gemma":[0.0002155285,0.0004341787,0.03307923,0.7260805,0.001791868,0.0008744159,0.01956645,0.0004643397,0.001010682,0.02869013,0.1876313,0.0001614334],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007300574,0.9303813,0.002205716,0.054301,0.0008543037,0.0001716296,0.0001434432,0.00002410723,0.004618],"genre_scores_gemma":[0.1806973,0.779129,0.01254628,0.02462254,0.001156451,0.0008875104,0.0002460981,0.00003503068,0.0006796723],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04997419,"threshold_uncertainty_score":0.2642919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1044009119002156,"score_gpt":0.3459158914242105,"score_spread":0.2415149795239949,"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."}}