{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001652787,0.0001756464,0.0002158858,0.0004326721,0.002608375,0.001781875,0.001042381,0.0005040863,0.001920267],"category_scores_gemma":[0.005076722,0.0002987677,0.0002910197,0.001279313,0.001137116,0.0006763722,0.002153554,0.0009540307,0.0001503149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01712025,"about_ca_system_score_gemma":0.01974438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6395632,"about_ca_topic_score_gemma":0.8088364,"domain_scores_codex":[0.9971987,0.0009810425,0.0001269825,0.0004274485,0.0005661552,0.0006996106],"domain_scores_gemma":[0.9937776,0.0007597396,0.001470586,0.0002872107,0.0006500527,0.003054841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001882874,0.001071389,0.9708999,0.00005772724,0.0000804008,0.0004077815,0.003518117,0.0008091402,0.0005009228,0.000400384,0.002819611,0.01924633],"study_design_scores_gemma":[0.00009929361,0.0006411973,0.9878888,0.00007147705,0.00005022674,0.0002313005,0.007466745,0.001492937,0.00008207648,0.0001489278,0.001801288,0.00002567421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976355,0.0001391445,0.0001204943,0.0008499566,0.00001035599,0.00007423553,0.0001517289,0.00001015324,0.001008504],"genre_scores_gemma":[0.9986915,0.0001417976,0.0003402831,0.0004666518,0.00001043567,0.00004970222,0.0001209104,0.000002674062,0.0001759685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6395632,"threshold_uncertainty_score":0.725119,"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."}}