{"id":"W31381933","doi":"10.1177/229255031302100414","title":"The management of incidental findings of reduction mammoplasty specimens","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Reduction Mammoplasty; Guideline; Mammoplasty; Occult; Breast reduction; Malignancy; General surgery; Surgery; Plastic surgery; Pathology; Cancer; Breast cancer; Internal medicine; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002815131,0.00007275763,0.0002373868,0.0003145744,0.0000605298,0.00001227072,0.00005312982,0.00004642706,0.0003085397],"category_scores_gemma":[0.00005576841,0.00004971069,0.0001553418,0.0001507191,0.0001641444,0.00009155412,0.000005406439,0.000129495,0.0000136213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001029177,"about_ca_system_score_gemma":0.0004151902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008425732,"about_ca_topic_score_gemma":0.0003123753,"domain_scores_codex":[0.9990698,0.00002136253,0.000496507,0.00005529978,0.0001786662,0.0001784005],"domain_scores_gemma":[0.9988625,0.0003123716,0.0003064132,0.00007905204,0.0001723602,0.000267287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005040119,0.00008124474,0.7690177,0.000521561,0.001928427,0.0005245137,0.0003975653,0.00004939791,0.004717847,0.0007442771,0.05224464,0.1692688],"study_design_scores_gemma":[0.0004101675,0.00007541208,0.9635172,0.0007811865,0.0002170842,0.03044006,0.001494359,0.00001501682,0.002264621,0.0001096686,0.0005997712,0.00007548251],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958807,0.000163739,0.00002574797,0.0001263595,0.003402487,0.00007425468,0.000007779402,0.000001553321,0.0003173485],"genre_scores_gemma":[0.9994357,0.00004231612,0.0001033901,0.000002820265,0.0001933952,7.580778e-7,0.00000272811,0.000007205153,0.0002116594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1944995,"threshold_uncertainty_score":0.3378293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01301642183142877,"score_gpt":0.2035917430473461,"score_spread":0.1905753212159174,"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."}}