{"id":"W4413138726","doi":"10.1016/j.bjps.2025.08.001","title":"Abnormal breast pathology after breast reduction surgery: A case-series and a 10-year retrospective chart review","year":2025,"lang":"en","type":"article","venue":"Journal of Plastic Reconstructive & Aesthetic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Dalhousie University","funders":"","keywords":"Medicine; Breast reduction; Reduction Mammoplasty; Breast cancer; Surgical pathology; Breast surgery; Mastectomy; Breast carcinoma; Prophylactic Mastectomy; Mammoplasty; Retrospective cohort study; Breast-conserving surgery; Surgery; Pathology; Mammaplasty; Cancer; Internal medicine","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":[0.0007358603,0.0005271258,0.0005889281,0.004186933,0.00102819,0.0009279781,0.0007708942,0.0008552815,0.001720972],"category_scores_gemma":[0.002716748,0.0006334408,0.0005443936,0.003220498,0.0009159693,0.0009248304,0.0009298854,0.0005930815,0.0006416788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00118802,"about_ca_system_score_gemma":0.001232139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004458741,"about_ca_topic_score_gemma":0.005328226,"domain_scores_codex":[0.998593,0.0002146497,0.0003251405,0.0003217649,0.0003324436,0.000212922],"domain_scores_gemma":[0.995565,0.001118039,0.002228174,0.0002243022,0.0004263211,0.0004381455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009269814,0.0001826039,0.9529629,0.0001712017,0.00005369543,0.03836869,0.0006929847,0.00008474306,0.0005347966,0.00004701616,0.000652697,0.006156079],"study_design_scores_gemma":[0.00003068325,0.000661249,0.8423115,0.0001586356,0.0001253417,0.1513637,0.002502963,0.0003367511,0.0005367234,0.00005136244,0.00186634,0.00005478871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955091,0.002503849,0.0002700353,0.00008951206,0.00002723094,0.0001317387,0.0005773898,0.0000219714,0.0008691637],"genre_scores_gemma":[0.9961451,0.002184273,0.0003963126,0.0001273056,0.00006938671,0.00007686263,0.0007941668,0.000007901191,0.0001986351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004458741,"threshold_uncertainty_score":0.008865595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009200546383739096,"score_gpt":0.232441265453847,"score_spread":0.2232407190701079,"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."}}