{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003811626,0.0004924625,0.0005316424,0.007354423,0.001289689,0.001417153,0.001006283,0.0005762415,0.0005821444],"category_scores_gemma":[0.01051171,0.0003953631,0.0004485935,0.002101205,0.0008784743,0.001198705,0.001015614,0.0005523072,0.0004347722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005303576,"about_ca_system_score_gemma":0.001442338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001704172,"about_ca_topic_score_gemma":0.004987968,"domain_scores_codex":[0.9971245,0.0006396978,0.0009389176,0.0002357229,0.0008353343,0.0002258311],"domain_scores_gemma":[0.9941421,0.001415363,0.002073738,0.0005054802,0.00150374,0.0003596029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003396439,0.0001345683,0.7692248,0.0008271053,0.00006003367,0.05746682,0.001689219,0.0003606076,0.0194291,0.0005417038,0.003901001,0.1460255],"study_design_scores_gemma":[0.00004583353,0.0006392763,0.5984438,0.001332131,0.0003032718,0.3236183,0.008793785,0.003617261,0.03323084,0.001654266,0.02818747,0.0001338478],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577812,0.01196673,0.01913211,0.002194526,0.0003370124,0.0008207048,0.0006067117,0.0003537309,0.00680716],"genre_scores_gemma":[0.8952274,0.01217839,0.08913843,0.0007112545,0.0004053095,0.0002218944,0.001066434,0.0000843499,0.0009664306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007354423,"threshold_uncertainty_score":0.02015805,"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."}}