{"id":"W4408732234","doi":"10.1097/gox.0000000000006577","title":"Wide Awake Breast Reduction","year":2025,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint John Regional Hospital; Dalhousie University","funders":"","keywords":"Breast reduction; Reduction (mathematics); Medicine; Computer science; Surgery; Mammaplasty; Mathematics","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":[0.0003377334,0.0003134753,0.0007664317,0.0002659607,0.0002280198,0.000141178,0.0002030022,0.0002141937,0.0004752799],"category_scores_gemma":[0.0002170777,0.0002813199,0.0002299309,0.0008951459,0.0003754022,0.0004746776,0.0001825483,0.0002704059,0.0001547961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004281941,"about_ca_system_score_gemma":0.0009959509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003430651,"about_ca_topic_score_gemma":0.00003934249,"domain_scores_codex":[0.9979866,0.0001101952,0.0006026227,0.0006057392,0.0002297204,0.0004650891],"domain_scores_gemma":[0.9983433,0.0006001057,0.0002188787,0.0003272745,0.0002786735,0.0002317132],"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":[0.001082525,0.0001235081,0.4475429,0.00007615293,0.0004287827,0.00004549044,0.00001125944,0.000003844279,0.00009366642,0.003451864,0.009263651,0.5378763],"study_design_scores_gemma":[0.002255603,0.00005572544,0.6663303,0.001500999,0.0005616251,0.3163427,0.0008064282,0.0001147029,0.0008301968,0.008509001,0.002102345,0.0005903844],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.938778,0.0001128929,0.001035122,0.0007170126,0.008678839,0.0007698049,0.0002797894,0.000144931,0.04948362],"genre_scores_gemma":[0.9969786,0.00002168954,0.001552218,0.00008402841,0.0002632367,0.00004880327,0.0001115299,0.00001631961,0.0009235101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5372859,"threshold_uncertainty_score":0.9999639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01717539277469296,"score_gpt":0.2766771377324206,"score_spread":0.2595017449577276,"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."}}