{"id":"W2108276792","doi":"10.2217/whe.14.79","title":"Personalized Assessment and Management of Women at Risk for Breast Cancer in North America","year":2015,"lang":"en","type":"review","venue":"Women s Health","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"Mayo Clinic","keywords":"Risk stratification; Medicine; Referral; Breast cancer; Risk assessment; Genetic testing; Risk management; Mammography; Intensive care medicine; Family medicine; Gynecology; Cancer; Internal medicine; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0006268441,0.0002546846,0.0009687791,0.0000910035,0.00006093326,0.000008340482,0.000170528,0.0001092876,0.00005211975],"category_scores_gemma":[0.000003384867,0.0002310313,0.00008884942,0.0002139178,0.00008964902,0.000001879657,0.0001718461,0.0001032145,0.000001334364],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004955062,"about_ca_system_score_gemma":0.001878783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000105894,"about_ca_topic_score_gemma":0.0002674644,"domain_scores_codex":[0.9981635,0.0001695667,0.0004896777,0.0004998662,0.0001638829,0.0005134697],"domain_scores_gemma":[0.9988093,0.00001532338,0.0005585256,0.0003399047,0.00006751053,0.0002094397],"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":[0.00006346486,0.00005124778,0.0003330714,0.01476363,0.0003482152,7.22115e-7,0.0007584693,0.00001506351,4.096515e-7,0.000008965065,0.001042749,0.982614],"study_design_scores_gemma":[0.0007915838,0.0002311208,0.0008265979,0.0006133931,0.00006180189,0.00000573032,0.0005298316,0.000006286871,1.554124e-7,0.000008619914,0.9967214,0.0002035155],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006543823,0.9879886,0.00007985513,0.00007492986,0.000122597,0.001545692,0.003563458,0.000004870635,0.0000761819],"genre_scores_gemma":[0.0002914349,0.9937389,0.001255528,0.0001214795,0.00009092817,0.003581694,0.0003489435,0.00004628188,0.0005247939],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9956786,"threshold_uncertainty_score":0.9988647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03030262756625228,"score_gpt":0.3907468983608079,"score_spread":0.3604442707945556,"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."}}