{"id":"W2090518804","doi":"10.1016/j.oos.2009.06.007","title":"K2. Surgical training: At a precipice","year":2009,"lang":"en","type":"article","venue":"Oral Oncology Supplement","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Training (meteorology)","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":[0.002447165,0.0006944825,0.0005728558,0.001140884,0.008854299,0.006309818,0.001597337,0.0170171,0.1463008],"category_scores_gemma":[0.008507015,0.0007253796,0.0008277947,0.000818256,0.001350224,0.004581719,0.006255705,0.009263142,0.1034682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002791086,"about_ca_system_score_gemma":0.0142616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00829014,"about_ca_topic_score_gemma":0.0542094,"domain_scores_codex":[0.9965352,0.0003397154,0.0002434706,0.0003448314,0.001436867,0.001100061],"domain_scores_gemma":[0.9823917,0.0006871223,0.0005810048,0.0004820674,0.00621903,0.009639192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004493215,0.0001130492,0.001290183,0.0001210554,0.000003466676,0.0002157455,0.0001615064,0.00003153178,0.0006046097,0.0009597137,0.9624383,0.03401576],"study_design_scores_gemma":[0.00001866297,0.00008368742,0.005309657,0.0001859146,0.000005103569,0.0005602758,0.0006647092,0.0000357177,0.0001425428,0.0008129769,0.9921615,0.00001926653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005189016,0.004062834,0.0005894525,0.6889063,0.1227591,0.000130322,0.000380963,0.0004082099,0.1775737],"genre_scores_gemma":[0.01641687,0.003287947,0.001060731,0.2969661,0.03376482,0.0001070873,0.0003554695,0.0002610726,0.6477799],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1463008,"threshold_uncertainty_score":0.4894249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2165216145136725,"score_gpt":0.5830454380524182,"score_spread":0.3665238235387457,"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."}}