{"id":"W2011971893","doi":"10.1016/j.jss.2008.04.031","title":"A Woman's Influence to Choose Mastectomy as Treatment for Breast Cancer","year":2008,"lang":"en","type":"article","venue":"Journal of Surgical Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"AGE-WELL; Connecticut Breast Health Initiative","keywords":"Medicine; Mastectomy; Breast cancer; Stage (stratigraphy); Mammography; Total Mastectomy; Prophylactic Mastectomy; Cancer; Breast reconstruction; General surgery; Surgery; Gynecology; Obstetrics; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0003477635,0.0001371985,0.0002474756,0.0001300257,0.0001945937,0.00001835127,0.000206208,0.00007650992,0.00006839251],"category_scores_gemma":[0.0001172268,0.00009392077,0.0001752924,0.0002123258,0.0001408678,0.000008306702,0.0001009538,0.0001279592,0.00001772217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002155577,"about_ca_system_score_gemma":0.0004572872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000282631,"about_ca_topic_score_gemma":0.00004407764,"domain_scores_codex":[0.9985427,0.0000864304,0.0002510022,0.0002265151,0.000472777,0.0004205897],"domain_scores_gemma":[0.9984083,0.0001237108,0.00007281783,0.0001801984,0.0009149446,0.0003000102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.07007157,0.005088449,0.2033213,0.0002327779,0.004147026,0.007730077,0.0028361,0.001901516,0.1372813,0.0004462995,0.08160741,0.4853362],"study_design_scores_gemma":[0.01108419,0.004925186,0.3663584,0.0001901051,0.00006271381,0.007463798,0.0002871059,0.0000093597,0.06110622,0.0001443729,0.5479703,0.0003982137],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916017,0.002608124,0.00001777794,0.005049352,0.0000586127,0.0002732754,0.0000652684,0.000003003033,0.0003228856],"genre_scores_gemma":[0.9914237,0.006353079,0.0002640793,0.0001061652,0.00065105,0.0001346187,0.000002367598,0.0000183416,0.001046632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4849379,"threshold_uncertainty_score":0.3829978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06774012091444771,"score_gpt":0.4210961322680315,"score_spread":0.3533560113535838,"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."}}