{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002865749,0.0001752153,0.0001790598,0.00004884607,0.000377783,0.0001759618,0.0002940425,0.0001085909,0.00002208371],"category_scores_gemma":[0.0002569248,0.0001440759,0.00008763921,0.0001483359,0.0001530451,0.000005610874,0.00003034976,0.000232075,0.000004069329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001384626,"about_ca_system_score_gemma":0.0009969281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009500725,"about_ca_topic_score_gemma":0.01055753,"domain_scores_codex":[0.9985805,0.00008345098,0.0004599455,0.0002736316,0.0003082722,0.00029424],"domain_scores_gemma":[0.9986055,0.00007034025,0.0002576301,0.000200552,0.000555191,0.0003108103],"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":[0.001283444,0.0001091783,0.0444613,0.00007439544,0.002402725,0.0002372544,0.06952905,0.09235581,0.3108749,0.0000856448,0.05248184,0.4261045],"study_design_scores_gemma":[0.002465444,0.001160529,0.01966878,0.000177405,0.0004789003,0.0004032535,0.02672954,0.006278545,0.01486476,0.001904986,0.9248033,0.001064518],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8817165,0.1093967,0.002668094,0.005625752,0.000378559,0.0001254341,0.00001410343,0.000004863991,0.00006990315],"genre_scores_gemma":[0.9320229,0.05850969,0.007365133,0.0009127586,0.001117457,0.000003755229,0.00000461256,0.00003534458,0.00002830141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8723215,"threshold_uncertainty_score":0.5891348,"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."}}