{"id":"W4377693372","doi":"10.1097/prs.0000000000010713","title":"Symmetric Breast Surgery: Balancing Procedures versus Prophylactic Mastectomy and Immediate Reconstruction","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Mastectomy; Mastopexy; Breast cancer; Prospective cohort study; Surgery; Symmetrization; Breast reduction; Breast reconstruction; Patient satisfaction; Mammaplasty; Cancer; Internal medicine; Plastic surgery","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006944378,0.0004971058,0.001069751,0.002394325,0.000314677,0.00009354306,0.00006504061,0.0003079034,0.0001670707],"category_scores_gemma":[0.002017477,0.0004427111,0.0003066882,0.002354187,0.0005372965,0.0005263989,0.00006976203,0.0005280409,0.0002072913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002149545,"about_ca_system_score_gemma":0.0008769105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005591444,"about_ca_topic_score_gemma":0.00002099776,"domain_scores_codex":[0.9968473,0.0001474389,0.0008248052,0.0008385897,0.0004730613,0.0008688431],"domain_scores_gemma":[0.9920427,0.006488595,0.000451527,0.000275125,0.000297366,0.0004446909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00195583,0.00004132849,0.3873049,0.0007777822,0.0003340199,0.0001635407,0.00006482944,0.00000255244,0.0007931927,0.00006226664,0.0003592471,0.6081405],"study_design_scores_gemma":[0.002443281,0.0001283911,0.7438352,0.001202883,0.0005366164,0.246551,0.001448432,0.001107095,0.001398942,0.0003953089,0.00004728049,0.0009055478],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883529,0.0002064663,0.00004634021,0.0001797578,0.009452857,0.0004892775,0.0001060019,0.0005430098,0.0006233765],"genre_scores_gemma":[0.9981417,0.0002338101,0.0003466262,0.00001087275,0.0009001258,0.00008221543,0.0001144993,0.00007662721,0.00009350333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6072349,"threshold_uncertainty_score":0.9998025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02090293511608316,"score_gpt":0.2368289481491843,"score_spread":0.2159260130331011,"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."}}