{"id":"W3003336417","doi":"10.3390/cancers12020338","title":"Oncology Clinic-Based Hereditary Cancer Genetic Testing in a Population-Based Health Care System","year":2020,"lang":"en","type":"article","venue":"Cancers","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; University of British Columbia","funders":"University of British Columbia; Canadian Institutes of Health Research; Canada's Michael Smith Genome Sciences Centre; AstraZeneca Canada; AstraZeneca","keywords":"Hereditary Cancer; Medicine; Genetic testing; Cancer; Oncology; Internal medicine; Population; Health care; Cancer genetics; Family medicine; Bioinformatics; Biology; Environmental health; Breast cancer","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":[0.0001021429,0.0001733526,0.0002566584,0.0000534012,0.00008707004,0.00001127573,0.0001940167,0.0001591082,0.00003297158],"category_scores_gemma":[0.000089452,0.0001967626,0.00006862728,0.0003235162,0.00004848359,0.000002623184,0.00003086706,0.0001494934,0.000007382262],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004214168,"about_ca_system_score_gemma":0.008914127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004542025,"about_ca_topic_score_gemma":0.00505778,"domain_scores_codex":[0.9985124,0.0001063871,0.00040879,0.0005180449,0.0001375952,0.0003167432],"domain_scores_gemma":[0.9992128,0.00004496156,0.000199725,0.0002561241,0.0001224594,0.0001639384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002916999,0.00001702165,0.2026012,0.0009221807,0.00005428991,0.00003617245,0.0006203758,0.748129,0.004084143,0.000002738016,0.008381102,0.03486005],"study_design_scores_gemma":[0.02396131,0.008988359,0.3849607,0.002489024,0.0003108609,0.00004045191,0.01894426,0.3159152,0.0421031,0.00001791112,0.1980042,0.004264612],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794549,0.01366243,0.001391164,0.00281788,0.001070107,0.0007592176,0.0002568475,0.00007894935,0.00050852],"genre_scores_gemma":[0.9864265,0.00002685405,0.005274549,0.006989339,0.00067864,0.0002808088,0.0002725942,0.00004281561,0.000007913925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4322138,"threshold_uncertainty_score":0.9996085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03802834494276733,"score_gpt":0.3378008016731209,"score_spread":0.2997724567303536,"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."}}