{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006403194,0.0004453621,0.0008762877,0.001772626,0.0002263325,0.0006231062,0.0005895231,0.001100164,0.001840755],"category_scores_gemma":[0.001274318,0.0001584609,0.0004693416,0.001098036,0.0003315655,0.0006546036,0.0005473113,0.001179729,0.0006641707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006086671,"about_ca_system_score_gemma":0.001012527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002035565,"about_ca_topic_score_gemma":0.003881782,"domain_scores_codex":[0.9998034,0.00005327749,0.00003096693,0.00002943124,0.00006835363,0.00001453618],"domain_scores_gemma":[0.9996152,0.0001999681,0.00005936456,0.000008959392,0.00008772057,0.00002881234],"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":[0.00003342761,0.00004126579,0.0003759404,0.01051693,0.00008421754,0.0002026433,0.00006173361,0.0001559203,0.0003711181,0.001442458,0.02055301,0.9661614],"study_design_scores_gemma":[0.00002512959,0.000109522,0.004429068,0.0180432,0.0003291388,0.003515697,0.0001770294,0.0001652587,0.0003991365,0.002789346,0.9699837,0.0000337756],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009981288,0.9986375,0.00008462006,0.0004991689,0.0000922015,0.000002971575,0.0000096497,0.000004085083,0.0005699761],"genre_scores_gemma":[0.0008422128,0.9983134,0.0002374686,0.0002492438,0.0001025467,0.000004678507,0.00001507194,7.403827e-7,0.0002345952],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002035565,"threshold_uncertainty_score":0.006157875,"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."}}