{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01526498,0.000957225,0.001691367,0.002119417,0.01623311,0.008748551,0.005801963,0.02078088,0.01390113],"category_scores_gemma":[0.05835743,0.0006313262,0.001235558,0.004169314,0.01039007,0.005587937,0.003264975,0.01854162,0.002371335],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08394983,"about_ca_system_score_gemma":0.4149374,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9507174,"about_ca_topic_score_gemma":0.983187,"domain_scores_codex":[0.9866747,0.002216971,0.001156483,0.001204712,0.00499597,0.003751196],"domain_scores_gemma":[0.8817034,0.01776565,0.00283705,0.0008384552,0.07006927,0.02678616],"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":[0.00005265552,0.00002005532,0.001245862,0.0007752148,0.00002689709,0.0001553406,0.0009626258,0.00007979177,0.00008676875,0.00456852,0.9587533,0.03327303],"study_design_scores_gemma":[0.00009546361,0.00005516417,0.004852238,0.005763669,0.0001152564,0.0003117149,0.008781077,0.0001106914,0.0001383445,0.004264082,0.9753307,0.0001816177],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0003844817,0.01587528,0.00007571661,0.9636196,0.01700528,0.00001732327,0.0001064071,0.00001153222,0.002904454],"genre_scores_gemma":[0.02087349,0.1047848,0.001536051,0.8360149,0.02526294,0.0001020957,0.0003023527,0.00005578638,0.0110676],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9507174,"threshold_uncertainty_score":0.6091015,"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."}}