{"id":"W4408520714","doi":"10.1177/22925503251326277","title":"Areolar Contractility as a Sign of Nipple-Areolar Complex Vascular Insufficiency in Reduction Mammoplasty—Bridging the Gap in Breast Surgery for Diverse Skin Tones","year":2025,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St Joseph's Health Centre; University of Toronto","funders":"","keywords":"Medicine; Mammoplasty; Reduction Mammoplasty; Bridging (networking); Surgery; Contractility; Dilation (metric space); Cardiology; Internal medicine; Breast 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":[0.001538332,0.0002420086,0.0008202869,0.0008632639,0.0001309253,0.00002195952,0.00008389506,0.0001629614,0.00008660967],"category_scores_gemma":[0.001707188,0.0001950805,0.0003292799,0.0008680009,0.0002462509,0.000178204,0.00004125826,0.0003093877,0.000006424492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001518012,"about_ca_system_score_gemma":0.0004927199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008850772,"about_ca_topic_score_gemma":0.0001138309,"domain_scores_codex":[0.9977719,0.0002154464,0.0008593494,0.000405296,0.0003017795,0.0004462096],"domain_scores_gemma":[0.9898289,0.009378239,0.0002634461,0.0002813458,0.0001690006,0.00007906766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002696874,0.001060352,0.8980564,0.0008028788,0.0001991206,0.00006806914,0.0002961863,0.0002762545,0.003004624,0.0001820915,0.001773348,0.09158374],"study_design_scores_gemma":[0.001239263,0.0000306173,0.9862018,0.001067424,0.0001743604,0.004434113,0.001627662,0.003282804,0.001188107,0.0001168022,0.0004068087,0.0002301861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942088,0.0002254439,0.001330389,0.0003854543,0.003002362,0.0006593737,0.00008532844,0.00004195561,0.00006089805],"genre_scores_gemma":[0.9994665,0.00005597158,0.0000535252,0.00002221365,0.0001669624,0.00009173527,0.0001079278,0.00001659222,0.00001850997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09135356,"threshold_uncertainty_score":0.7955152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03141141324764335,"score_gpt":0.266523904931198,"score_spread":0.2351124916835546,"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."}}