{"id":"W2769010420","doi":"10.1503/cjs.001217","title":"Training Canadian surgeons in oncoplastic breast surgery: Where do we stand?","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Trillium Health Centre; Royal Victoria Regional Health Centre; Western University","funders":"","keywords":"Medicine; Breast surgery; Oncoplastic Surgery; General surgery; MEDLINE; Mammaplasty; Surgery; Breast cancer; Internal medicine; Cancer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006737425,0.0002314696,0.0005286235,0.0005679479,0.0004401427,0.0001508083,0.0002657122,0.0001583275,0.000158818],"category_scores_gemma":[0.0005084029,0.00023038,0.0002664349,0.0001096706,0.0002100693,0.00002705836,0.00001955939,0.0001997134,0.000005776662],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003727311,"about_ca_system_score_gemma":0.01185317,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2204709,"about_ca_topic_score_gemma":0.943782,"domain_scores_codex":[0.9983217,0.00007517188,0.000469937,0.0002361069,0.0001470393,0.0007500137],"domain_scores_gemma":[0.997707,0.0001737743,0.0003686931,0.0003852408,0.0002009225,0.001164387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006790029,0.00001221341,0.9233603,0.00002759136,0.0001766256,0.001499836,0.0002564128,0.00002141022,0.00005237673,0.0000111242,0.02782145,0.0466927],"study_design_scores_gemma":[0.0003425112,0.00001693936,0.7842301,0.0007785378,0.00004032873,0.001188932,0.0006753933,0.000001353136,0.0001052145,0.0000474552,0.2122376,0.0003356196],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9626056,0.02542426,0.000009958927,0.007629148,0.002162496,0.00008267843,0.0004917195,0.000003323597,0.00159085],"genre_scores_gemma":[0.9972401,0.002124099,0.0000194396,0.00007167432,0.000390777,0.00000498898,0.00001076881,0.00003531222,0.0001028703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7233111,"threshold_uncertainty_score":0.9937487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04398553610399521,"score_gpt":0.2555086044202404,"score_spread":0.2115230683162452,"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."}}