{"id":"W2072471730","doi":"10.1097/sap.0b013e3181a20cae","title":"The Surgical Management of Granulomatous Mastitis","year":2009,"lang":"en","type":"article","venue":"Annals of Plastic Surgery","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Granulomatous mastitis; Mastectomy; Surgery; Mammaplasty; Biopsy; Mastitis; Breast reconstruction; Wide local excision; Incision and drainage; Presentation (obstetrics); Breast reduction; General surgery; Breast cancer; Radiology; Abscess; Cancer; Pathology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000343946,0.00009382816,0.0003111291,0.00008165406,0.00004847,0.000004985679,0.00006378433,0.00004208716,0.00008012861],"category_scores_gemma":[0.00008749598,0.00006099926,0.0002684425,0.000197368,0.00009746404,0.00002317644,0.00001930206,0.00006331362,0.0000126583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003565068,"about_ca_system_score_gemma":0.00003747054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007934722,"about_ca_topic_score_gemma":3.827898e-7,"domain_scores_codex":[0.9989673,0.00003040085,0.0003670217,0.0001181766,0.0002967396,0.0002203634],"domain_scores_gemma":[0.9982308,0.001213311,0.0001105388,0.0002435906,0.0001088498,0.00009293952],"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":[0.003782394,0.002067555,0.3301494,0.001086779,0.001183847,0.004239714,0.0001161107,0.00004246293,0.0006814817,0.03786272,0.1106635,0.5081241],"study_design_scores_gemma":[0.0002541491,0.0001086761,0.9930575,0.0003521683,0.00006229899,0.00009711161,0.00006748877,0.00002617691,0.0007474155,0.0003240076,0.004841134,0.00006188441],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934443,0.001430569,0.00003945145,0.0006964271,0.0002620825,0.00007943341,0.000009110014,0.00001760132,0.004021059],"genre_scores_gemma":[0.9985304,0.001023089,0.00002374758,0.00007771615,0.00005605783,0.000003179607,0.000006763452,0.00000653039,0.0002724603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6629081,"threshold_uncertainty_score":0.2487478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04688149021885401,"score_gpt":0.2970118113633379,"score_spread":0.2501303211444839,"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."}}