{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060386,0.0001522183,0.0006786148,0.001080512,0.00006175668,0.00002846626,0.00004043122,0.0001037409,0.0001917651],"category_scores_gemma":[0.00009452476,0.0001410797,0.00009075106,0.0003976748,0.0001811653,0.0002121871,0.000005140054,0.000385444,9.808066e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001029303,"about_ca_system_score_gemma":0.02894805,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8974273,"about_ca_topic_score_gemma":0.9904688,"domain_scores_codex":[0.9984042,0.00007996782,0.0007029069,0.0001597225,0.0001630857,0.0004900979],"domain_scores_gemma":[0.9980226,0.00059866,0.000237493,0.00006841575,0.0001092081,0.0009636302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001349234,0.000003247046,0.6789742,0.00001439101,0.00002958261,0.004161368,0.0002322917,0.000002072605,0.000009049523,0.00001526673,0.0007675323,0.3156562],"study_design_scores_gemma":[0.0004670996,0.00001184548,0.6384557,0.0006600451,0.00001791223,0.3591182,0.0006298278,0.00003524895,0.00001200611,0.00005679479,0.0004207795,0.000114532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996729,0.0003791418,0.000004758976,0.0006274564,0.001878045,0.00005163765,0.000017717,0.00000243776,0.000309772],"genre_scores_gemma":[0.9984599,0.0000258699,0.00009474056,0.00006765634,0.001291842,5.053579e-7,0.00000481467,0.00001611511,0.00003860519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3549569,"threshold_uncertainty_score":0.9765569,"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."}}