{"id":"W2997087568","doi":"10.1503/cjs.016717","title":"Oncoplastic and reconstructive breast surgery in Canada: breaking new ground in general surgical training","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Misericordia Community Hospital","funders":"","keywords":"Medicine; Breast reconstruction; Breast surgery; Oncoplastic Surgery; Reconstructive surgery; General surgery; Breast cancer; Plastic surgery; Mastectomy; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001245586,0.0002430369,0.0002400347,0.001296274,0.004609485,0.002340279,0.001327435,0.00130295,0.009721735],"category_scores_gemma":[0.004050831,0.0002377831,0.0003536717,0.003232712,0.001809228,0.000966582,0.001869808,0.001870368,0.0004473146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08334958,"about_ca_system_score_gemma":0.2325168,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9912451,"about_ca_topic_score_gemma":0.997303,"domain_scores_codex":[0.9978277,0.0001109148,0.0000697798,0.0001232514,0.0008441227,0.001024185],"domain_scores_gemma":[0.9889812,0.000323097,0.0005911952,0.00008279282,0.002907319,0.007114276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000338105,0.0003963478,0.4818955,0.001272512,0.00007334683,0.001559856,0.004981975,0.001116953,0.0016529,0.0125709,0.1544386,0.3397031],"study_design_scores_gemma":[0.00006267108,0.0001540435,0.8587545,0.00132909,0.00004837916,0.0008435788,0.01319948,0.001031018,0.0002990298,0.00115811,0.1230347,0.00008544866],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5353129,0.02885749,0.001201661,0.3617561,0.003396835,0.0002496357,0.003852718,0.0001678952,0.06520481],"genre_scores_gemma":[0.939877,0.01974278,0.002278073,0.0219645,0.0004100834,0.00005869764,0.001453233,0.00004852358,0.014167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08334958,"threshold_uncertainty_score":0.6047463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04436351921200626,"score_gpt":0.2311431522163372,"score_spread":0.186779633004331,"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."}}