{"id":"W2616955617","doi":"10.1097/prs.0000000000003383","title":"Principles of Breast Re-Reduction: A Reappraisal","year":2017,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Banff Centre","funders":"","keywords":"Medicine; Breast reduction; Surgery; Reduction (mathematics); Breast surgery; Liposuction; Areola; Mammaplasty; Retrospective cohort study; Demographics; Blood supply; Mastectomy; Breast cancer; Internal medicine; Cancer","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":[0.0003250971,0.0002383559,0.0006929591,0.000300525,0.0003208192,0.00004404733,0.0001231156,0.000179534,0.0004122714],"category_scores_gemma":[0.0006355324,0.0002059453,0.0002827083,0.0001040836,0.00103843,0.0003380067,0.00006543477,0.0002691256,0.00004182413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003740702,"about_ca_system_score_gemma":0.0004022361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000089771,"about_ca_topic_score_gemma":0.00001471716,"domain_scores_codex":[0.9983452,0.00005009195,0.0006040703,0.0003912769,0.0002802148,0.0003291307],"domain_scores_gemma":[0.9974595,0.0007415363,0.0007369278,0.0005793214,0.0002810661,0.0002017058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001298173,0.0001496004,0.5888628,0.0002638241,0.0004556543,0.00007182685,0.0001209132,0.000002790128,0.003183572,0.002424567,0.0003153695,0.4028509],"study_design_scores_gemma":[0.0008684703,0.00005814587,0.7968066,0.0007718275,0.0002319207,0.194167,0.0005172651,0.00009581334,0.005555637,0.0001398902,0.0004982405,0.0002890899],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736123,0.00005149711,0.000143552,0.0001978033,0.005321695,0.0001941915,0.0001241019,0.0000713343,0.02028351],"genre_scores_gemma":[0.9975168,0.00002392893,0.001186405,0.000003140444,0.0008296576,0.00001492463,0.00002868719,0.00002643867,0.000370052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4025618,"threshold_uncertainty_score":0.8398204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04231121269096544,"score_gpt":0.2799300099243484,"score_spread":0.2376187972333829,"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."}}