{"id":"W3095225165","doi":"10.1002/jgc4.1326","title":"The Canadian genetic counseling workforce: Perspectives from employers and recent graduates","year":2020,"lang":"en","type":"article","venue":"Journal of Genetic Counseling","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Willow Breast and Hereditary Cancer Support; University of British Columbia","funders":"University of British Columbia","keywords":"Graduation (instrument); Workforce; Genetic counseling; Medicine; Family medicine; Medical education; Logistic regression; Genetic testing; Psychology; Nursing; Political science; Genetics","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":[0.005721627,0.0002579176,0.0003785486,0.001708778,0.02292415,0.006418,0.001905357,0.002080297,0.004102938],"category_scores_gemma":[0.009298554,0.0003606005,0.0003150333,0.002994917,0.005085486,0.002051905,0.00408378,0.003039658,0.0002961925],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04223055,"about_ca_system_score_gemma":0.09313001,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9547542,"about_ca_topic_score_gemma":0.9809105,"domain_scores_codex":[0.9936002,0.0009146226,0.0001130271,0.0003207833,0.002547596,0.002503839],"domain_scores_gemma":[0.9864287,0.001848622,0.0008878068,0.0001443949,0.003848499,0.006841975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007710949,0.0001635972,0.2668349,0.0003049334,0.00002738347,0.001598104,0.6428698,0.000129921,0.0006406141,0.003924278,0.03391294,0.04951632],"study_design_scores_gemma":[0.000004850188,0.00003629315,0.07360692,0.0002780158,0.000008014443,0.0001556308,0.8916326,0.0000608656,0.00004661239,0.0001472557,0.03399172,0.00003112695],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.909879,0.005014141,0.0001821887,0.05828701,0.0003834402,0.00005236098,0.0004127875,0.00001247983,0.02577672],"genre_scores_gemma":[0.9796249,0.00543088,0.0001971798,0.009260852,0.00009857208,0.00003487986,0.000154183,0.00001170921,0.005186927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9577695,"threshold_uncertainty_score":0.3064055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01719614842974517,"score_gpt":0.2601207563677334,"score_spread":0.2429246079379882,"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."}}