{"id":"W3103937298","doi":"10.1177/2292550320969645","title":"Oncological Safety, Surgical Outcome, and Patient Satisfaction of Oncoplastic Breast-Conserving Surgery With Contralateral Balancing Reduction Mammoplasty","year":2020,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Patient satisfaction; Lumpectomy; Surgery; Reduction Mammoplasty; Breast cancer; Retrospective cohort study; Breast surgery; Breast reduction; Quality of life (healthcare); Oncoplastic Surgery; Breast-conserving surgery; Mastectomy; Mammaplasty; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002289834,0.0002727956,0.0009934464,0.0001925519,0.0001022147,0.00002288228,0.00002138087,0.0001626712,0.0001838134],"category_scores_gemma":[0.0004918872,0.0002009116,0.0001600935,0.0002908884,0.0001963827,0.0001719714,0.0000355045,0.0003147776,0.000009998221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009335371,"about_ca_system_score_gemma":0.0002305075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008240987,"about_ca_topic_score_gemma":0.00001580253,"domain_scores_codex":[0.997873,0.0001276445,0.0008697844,0.0004020869,0.000357459,0.0003700117],"domain_scores_gemma":[0.9925676,0.006480165,0.0003564498,0.0001087115,0.000119246,0.000367805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005331518,0.00006550628,0.9133938,0.0002773263,0.0001208078,0.0003157117,0.0000805341,0.0000871438,0.0005945534,0.000009684358,0.0002610398,0.07946237],"study_design_scores_gemma":[0.001041405,0.0002335555,0.8957586,0.0004621972,0.0002011509,0.1005267,0.0002178712,0.0009811642,0.0002334648,0.000003062381,0.00009913024,0.0002416209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966215,0.00007127247,0.0002383943,0.0005934651,0.002073682,0.0001876596,0.00005504483,0.0001095217,0.00004939074],"genre_scores_gemma":[0.9993462,0.0000365779,0.0001720788,0.00003023457,0.0003300571,0.00001028575,0.00004466193,0.00002545612,0.000004464731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.100211,"threshold_uncertainty_score":0.8192936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02082931601022438,"score_gpt":0.2307233749826879,"score_spread":0.2098940589724635,"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."}}