{"id":"W4396590570","doi":"10.1158/1538-7445.sabcs23-po1-08-10","title":"Abstract PO1-08-10: Impact of Oncologist-Led Genetic Counseling and Testing on Prophylactic Mastectomy Rates Among Multi-Ethnic Women with Operable Breast Cancer","year":2024,"lang":"en","type":"article","venue":"Cancer Research","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Medicine; Breast cancer; Mastectomy; Ethnic group; Oncology; Internal medicine; Cancer; Genetic counseling; Genetic testing; Gynecology; Family medicine; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005666078,0.0001348397,0.0001337611,0.0005351446,0.0007509377,0.0006878744,0.0006180619,0.0003407311,0.002971989],"category_scores_gemma":[0.002888499,0.0001907615,0.0003248206,0.0009227528,0.0002976152,0.0004724674,0.0008506439,0.0008525918,0.0003124978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001298484,"about_ca_system_score_gemma":0.001857608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05635365,"about_ca_topic_score_gemma":0.08170995,"domain_scores_codex":[0.9993151,0.0001150902,0.00007201077,0.0001772571,0.0001349583,0.0001855878],"domain_scores_gemma":[0.9971426,0.0002958555,0.001615,0.00008913657,0.0002136763,0.0006437299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004015728,0.00003862385,0.998597,0.000007642714,0.000007906918,0.00002758901,0.0000576521,0.00001422168,0.00004757489,0.000009346251,0.0003033335,0.0008490626],"study_design_scores_gemma":[0.000003538108,0.00004609217,0.9991836,0.00001046141,0.000005213335,0.00007239528,0.0004036371,0.00006318886,0.00002813761,0.000005238613,0.000176296,0.000002143966],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967457,0.0001240184,0.00003166658,0.0002282663,0.00001233897,0.00003217701,0.002010399,0.000003480467,0.0008119582],"genre_scores_gemma":[0.9985325,0.00009080191,0.00005599091,0.0001234483,0.00001209448,0.00004604659,0.0008694026,0.00000253937,0.0002670738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05635365,"threshold_uncertainty_score":0.1120513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06574168956777844,"score_gpt":0.4215902263743878,"score_spread":0.3558485368066093,"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."}}