{"id":"W2404147413","doi":"10.2106/jbjs.o.00025","title":"Sufficient Competence to Enter the Unsupervised Practice of Orthopaedics: What Is It, When Does It Occur, and Do We Know It When We See It?","year":2015,"lang":"en","type":"review","venue":"Journal of Bone and Joint Surgery","topic":"Innovations in Medical Education","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Toronto","funders":"","keywords":"Accreditation; Competence (human resources); Graduate medical education; Medical education; Guideline; Medicine; Medical knowledge; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001945543,0.0007783482,0.001412998,0.003447822,0.0005466898,0.002002591,0.001200898,0.002721627,0.001965713],"category_scores_gemma":[0.005571766,0.0002771438,0.0007916851,0.002750238,0.001605549,0.003140983,0.0009623661,0.00274975,0.0009335219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001588004,"about_ca_system_score_gemma":0.00457846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004547895,"about_ca_topic_score_gemma":0.007948805,"domain_scores_codex":[0.9990445,0.000196744,0.0001814947,0.0001269861,0.0003635411,0.00008665513],"domain_scores_gemma":[0.9963009,0.002336106,0.0005148783,0.00004750943,0.000644486,0.000156163],"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":[0.00004384391,0.00005983148,0.0005522908,0.03382347,0.00009792285,0.0001586552,0.0003307731,0.0002070174,0.0002514122,0.005657577,0.0282705,0.9305468],"study_design_scores_gemma":[0.00002243805,0.0001092319,0.004009865,0.05251307,0.0002313361,0.002749496,0.0009086608,0.000137557,0.0002745982,0.005751471,0.9332361,0.00005615788],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006813996,0.9980181,0.0000622548,0.001206617,0.0001597026,0.000002905926,0.000006967657,0.000002893818,0.0004724797],"genre_scores_gemma":[0.0009099988,0.9981195,0.0001229106,0.0005329795,0.000152426,0.000004464936,0.00001202082,0.000001003802,0.0001445888],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004547895,"threshold_uncertainty_score":0.01152182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07482305088903948,"score_gpt":0.3623831449916048,"score_spread":0.2875600941025653,"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."}}