{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001558023,0.0001141999,0.0001592344,0.0004741988,0.002182722,0.001210786,0.0002087378,0.0007937987,0.004722646],"category_scores_gemma":[0.01261664,0.0001484847,0.000166919,0.0003374974,0.001126475,0.0004602921,0.0005468316,0.001610817,0.0003992565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005892815,"about_ca_system_score_gemma":0.0009192752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005346906,"about_ca_topic_score_gemma":0.007486357,"domain_scores_codex":[0.9988791,0.0007040767,0.00002507812,0.0000494446,0.0001999594,0.0001422455],"domain_scores_gemma":[0.9959925,0.002444042,0.0003875081,0.0001080636,0.0003083576,0.0007595476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003464374,0.001523629,0.7269079,0.0001672576,0.0001834609,0.008790646,0.1106238,0.0001227974,0.009614846,0.01231295,0.01445275,0.1118356],"study_design_scores_gemma":[0.0002594507,0.002071789,0.6286137,0.0003178498,0.0003655573,0.01279078,0.2174886,0.0007229708,0.00345561,0.006981599,0.1267994,0.000132771],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9422626,0.001376195,0.0001302493,0.02035647,0.0004492617,0.00002074114,0.00008512502,0.000005516524,0.03531388],"genre_scores_gemma":[0.9925866,0.0007723672,0.0001012642,0.002567561,0.0001458021,0.000007071293,0.00001836641,0.000004105372,0.003797003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005346906,"threshold_uncertainty_score":0.01579887,"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."}}