{"id":"W2317627665","doi":"10.1177/1090820x12467795","title":"Commentary on: Cosmetic Surgery Training in Canadian Plastic Surgery Residencies: Are We Training Competent Surgeons?","year":2012,"lang":"en","type":"letter","venue":"Aesthetic Surgery Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Plastic surgery; Training (meteorology); General surgery; Surgery; Residency training; Medical education","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005187582,0.001173391,0.001691559,0.001470714,0.005957262,0.003285337,0.00530884,0.04448039,0.01272471],"category_scores_gemma":[0.05016822,0.0008967726,0.001829855,0.001584227,0.003661525,0.004617258,0.001975211,0.03645097,0.007355635],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007546395,"about_ca_system_score_gemma":0.01147359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05310257,"about_ca_topic_score_gemma":0.06121024,"domain_scores_codex":[0.9947044,0.001319854,0.0005881802,0.0007954284,0.002050462,0.000541735],"domain_scores_gemma":[0.9707899,0.01628842,0.001148447,0.000420455,0.008855041,0.002497687],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001415288,0.000003629365,0.00007142004,0.00004083441,0.000003604378,0.00008368518,0.00007673169,0.000007566064,0.00001395147,0.0002149772,0.9985269,0.0009424727],"study_design_scores_gemma":[0.0001227792,0.0000441033,0.001187226,0.001058466,0.00005271214,0.000655255,0.001331827,0.0001599676,0.0002089898,0.00181959,0.9932665,0.0000925991],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001673573,0.001040855,0.0000466368,0.9422413,0.05504955,0.00002042268,0.0001414311,0.00002844601,0.001264168],"genre_scores_gemma":[0.001258373,0.0008239311,0.00005583909,0.9560349,0.03943067,0.0000412277,0.00004509567,0.00002238956,0.002287575],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9948124,"threshold_uncertainty_score":0.105587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.12457571116502,"score_gpt":0.2811714096733163,"score_spread":0.1565956985082963,"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."}}