{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000208721,0.0006978834,0.0003513185,0.0006697573,0.0006588485,0.000650291,0.0004710726,0.0006363007,0.02253368],"category_scores_gemma":[0.0005490672,0.0002694077,0.001002191,0.0003269837,0.0003764162,0.0008509426,0.00130603,0.001996282,0.006074882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002828292,"about_ca_system_score_gemma":0.0005343718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006993121,"about_ca_topic_score_gemma":0.002142602,"domain_scores_codex":[0.9996823,0.00001732373,0.00001487081,0.00008092168,0.0001250651,0.00007959147],"domain_scores_gemma":[0.9998395,0.0000321925,0.00002002358,0.00003241592,0.00001778426,0.00005799521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004663345,0.0004354928,0.00558111,0.0004881193,0.0001654384,0.03121767,0.0003768365,0.001095367,0.05690808,0.0065593,0.06685502,0.8298513],"study_design_scores_gemma":[0.0001230781,0.001491416,0.03586218,0.0004569474,0.0001041861,0.48952,0.0003863194,0.002043012,0.01694454,0.007662697,0.4452171,0.0001884882],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2332539,0.02809993,0.2164771,0.007884936,0.008079065,0.0008906121,0.002134614,0.006058287,0.4971215],"genre_scores_gemma":[0.6852638,0.01371098,0.1025007,0.011974,0.002948477,0.0004776157,0.003351923,0.001151871,0.1786207],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02253368,"threshold_uncertainty_score":0.07538271,"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."}}