{"id":"W2969989186","doi":"10.1002/cncr.32405","title":"Predictors of uptake of contralateral prophylactic mastectomy in women with nonhereditary breast cancer","year":2019,"lang":"en","type":"article","venue":"Cancer","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; Mount Sinai Hospital; Women's College Hospital; University of Toronto","funders":"","keywords":"Medicine; Breast cancer; Mastectomy; Prophylactic Mastectomy; Cancer; Gynecology; Oncology; Internal medicine; Obstetrics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004982789,0.0001010614,0.0003303259,0.00009119869,0.00000620267,0.000001860126,0.00004000643,0.00006899312,0.0009675974],"category_scores_gemma":[8.466293e-7,0.00006754095,0.00002601955,0.0001609327,0.00008274196,0.00008931943,0.000008171622,0.0001262354,0.000002581392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001454591,"about_ca_system_score_gemma":0.000296041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005762313,"about_ca_topic_score_gemma":0.0000983295,"domain_scores_codex":[0.9992748,0.00001117149,0.0002271783,0.0001422413,0.0001490847,0.0001955229],"domain_scores_gemma":[0.9995957,0.000008561211,0.0001214587,0.0001195841,0.00008850822,0.00006618245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003888913,0.00006167732,0.9244505,0.0005928116,0.0001554637,0.000009749408,0.0005885492,0.00005969559,0.008483979,0.000004002438,0.00004891205,0.0616557],"study_design_scores_gemma":[0.00367059,0.0002510185,0.9915423,0.0006365677,0.00005432283,0.001188424,0.0002458449,0.00005658393,0.002178222,0.00000495027,0.00008767651,0.00008349826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981386,0.0002601399,0.000001002712,0.0001335553,0.0005870059,0.0003913818,0.0001259318,0.00001179382,0.0003506074],"genre_scores_gemma":[0.9992734,0.00002887005,0.00002855608,0.00002168883,0.0001936918,0.00005735777,0.000003792293,0.0000145354,0.0003781031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06709176,"threshold_uncertainty_score":0.9999456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005726024811443996,"score_gpt":0.2207688451388008,"score_spread":0.2150428203273568,"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."}}