{"id":"W3127622668","doi":"10.1111/tbj.14185","title":"Abnormal screens among nonmutation carriers in the High Risk Ontario Breast Screening Program","year":2021,"lang":"en","type":"article","venue":"The Breast Journal","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; Selkirk College; Public Health Ontario; University of Toronto; Toronto General Hospital; St. Michael's Hospital","funders":"Cancer Care Ontario","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008242783,0.0001519474,0.0001116892,0.00004195963,0.000437233,0.0001891084,0.0003668654,0.0001004949,0.000104964],"category_scores_gemma":[0.00003617413,0.0001006239,0.0001216279,0.000219614,0.0001597606,0.00001661618,0.00008497859,0.0005925683,0.000004574381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001326853,"about_ca_system_score_gemma":0.0007169594,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004588422,"about_ca_topic_score_gemma":0.04819556,"domain_scores_codex":[0.998539,0.0003504628,0.0002731563,0.0002162973,0.000299334,0.0003216904],"domain_scores_gemma":[0.9991551,0.00002471325,0.0001921892,0.0003481077,0.000203811,0.00007606536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004204442,0.0002512708,0.7364147,0.000009541433,0.0004800637,0.0001990794,0.005227191,0.01817275,0.00411744,0.00009391554,0.003285125,0.2313285],"study_design_scores_gemma":[0.0008304279,0.0000841368,0.9805143,0.00002999851,0.00008267799,0.01156302,0.00250155,0.0002028312,0.001187614,0.0002107187,0.002624727,0.0001680231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946492,0.0002490609,0.002410313,0.001628796,0.0002026596,0.0001947215,0.00005233076,0.000008210029,0.0006047048],"genre_scores_gemma":[0.9959526,0.00004364837,0.002727954,0.0002277227,0.0006481913,0.00003316597,0.00008710283,0.00002062552,0.0002589966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2440996,"threshold_uncertainty_score":0.9691724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007982120526799872,"score_gpt":0.2448844486364688,"score_spread":0.236902328109669,"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."}}