{"id":"W2733553196","doi":"10.1186/s12960-017-0218-z","title":"Knowledge, attitudes, and values among physicians working with clinical genomics: a survey of medical oncologists","year":2017,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Simon Fraser University","funders":"","keywords":"Genomics; Literacy; Medicine; Family medicine; Personalized medicine; Health care; Clinical trial; Medical education; Psychology; Genetics; Genome; Internal medicine; Biology; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001556427,0.0001058201,0.0002294936,0.000851889,0.001086284,0.001088057,0.0003674867,0.0006645103,0.001744824],"category_scores_gemma":[0.00759011,0.000241538,0.0001751326,0.001075163,0.00080027,0.0005375317,0.0007486859,0.0006935879,0.0002554909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001793793,"about_ca_system_score_gemma":0.002708892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1631646,"about_ca_topic_score_gemma":0.1918277,"domain_scores_codex":[0.9986789,0.0003522348,0.000107033,0.0000988008,0.0004364479,0.0003266214],"domain_scores_gemma":[0.9930527,0.001828705,0.002013276,0.0001042335,0.000976064,0.002025015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004342615,0.00009669711,0.9823601,0.00003857112,0.00001597869,0.0001313017,0.01219425,0.00002905041,0.0002303638,0.00002473491,0.0008018572,0.004033622],"study_design_scores_gemma":[0.000009008926,0.0001155358,0.9707074,0.00004820455,0.000006443272,0.0001510794,0.0278031,0.0001085757,0.0000430596,0.00001661777,0.0009831514,0.000007811744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982577,0.0001396491,0.00001634482,0.0005832143,0.000003834237,0.00001332571,0.0001101603,0.000001530815,0.0008742948],"genre_scores_gemma":[0.999014,0.0002028885,0.00005452293,0.0003891581,0.000006804822,0.00001523957,0.00008895528,0.000001162626,0.0002272742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1631646,"threshold_uncertainty_score":0.3244298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1074529346739771,"score_gpt":0.4455925938281109,"score_spread":0.3381396591541338,"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."}}