{"id":"W3010130991","doi":"10.1503/cjs.003819","title":"An alternative to standard lumpectomy: a 5-year case series review of oncoplastic breast surgery outcomes in a Canadian setting","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Barrie Urology Group; Royal Victoria Regional Health Centre; Georgian College; Western University","funders":"","keywords":"Medicine; Seroma; Oncoplastic Surgery; Lumpectomy; Ductal carcinoma; Surgery; Breast-conserving surgery; Retrospective cohort study; Hematoma; Breast cancer; Mastectomy; General surgery; Cancer; Internal medicine; Complication","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":[0.0007191265,0.0008595065,0.0005760517,0.005925972,0.003219728,0.002050698,0.001554967,0.001406535,0.002087923],"category_scores_gemma":[0.003273416,0.0004286569,0.0006465957,0.008200078,0.001411765,0.001071063,0.0009964535,0.000914958,0.0005249642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01117698,"about_ca_system_score_gemma":0.01586175,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3172136,"about_ca_topic_score_gemma":0.5433128,"domain_scores_codex":[0.9986159,0.00007619328,0.0002246739,0.0001616305,0.0005636532,0.0003579555],"domain_scores_gemma":[0.9970748,0.0002978175,0.001157939,0.00008058079,0.0009010332,0.0004877714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002312842,0.000254876,0.5321167,0.003965117,0.0002306463,0.2822527,0.004804032,0.0003837068,0.002084618,0.001191631,0.01485644,0.1576283],"study_design_scores_gemma":[0.00002314331,0.0002396676,0.3349244,0.003684186,0.0003553531,0.6080025,0.01292339,0.0004817506,0.0006278767,0.0002457497,0.03832555,0.0001664414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7264256,0.2454358,0.001181852,0.003804644,0.000609054,0.0004258863,0.001564133,0.0000955968,0.02045741],"genre_scores_gemma":[0.8780909,0.1163916,0.001406207,0.001110048,0.0003890736,0.00005484178,0.001099095,0.00003645245,0.001421764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6827864,"threshold_uncertainty_score":0.6307344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01986864162393324,"score_gpt":0.265763451787687,"score_spread":0.2458948101637538,"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."}}