{"id":"W4385420202","doi":"10.3390/curroncol30080525","title":"Workforce Implications of Increased Referrals to Hereditary Cancer Services in Canada: A Scenario-Based Analysis","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Providence Health Care; BC Children's Hospital; Centre for Advancing Health Outcomes; Women's Health Research Institute; University of British Columbia","funders":"Australian Genomics Health Alliance; Genome British Columbia; Provincial Health Services Authority; BC Children’s Hospital Foundation; BC Children's Hospital; Children's Hospital Foundation; Canadian Institutes of Health Research; Genome Canada","keywords":"Workforce; Cancer genetics; Medicine; Health care; Service delivery framework; Service (business); Hereditary Cancer; Genetic counseling; Cancer; Family medicine; Nursing; Business; Genetics; Economic growth","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.00312008,0.0006075867,0.0004439396,0.001676569,0.001763789,0.00184928,0.001896006,0.001302605,0.003838414],"category_scores_gemma":[0.006972027,0.0004204577,0.001489107,0.003450212,0.0007352126,0.000737657,0.0012671,0.001276227,0.0002703387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07095378,"about_ca_system_score_gemma":0.04802797,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9875298,"about_ca_topic_score_gemma":0.9839324,"domain_scores_codex":[0.997812,0.0006038172,0.00007987452,0.0001985912,0.0003804017,0.0009251519],"domain_scores_gemma":[0.9947352,0.00174629,0.0005659282,0.0001539609,0.001744307,0.0010543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007601991,0.0006978078,0.7453844,0.0002748966,0.000599466,0.000952227,0.002042032,0.2053073,0.0004269378,0.01007483,0.0169277,0.01655217],"study_design_scores_gemma":[0.0002318035,0.0003337927,0.5975479,0.0001677543,0.0003156229,0.0002677435,0.01140037,0.3785796,0.0002894213,0.002542259,0.008153533,0.0001702385],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727516,0.0003109036,0.001233799,0.003617001,0.0000229631,0.000339056,0.01443987,0.00006403506,0.007220766],"genre_scores_gemma":[0.9945904,0.0002454424,0.0009036759,0.0002402898,0.000005159426,0.00008869764,0.002958689,0.000009522607,0.0009581373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07095378,"threshold_uncertainty_score":0.5148081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07209951156329121,"score_gpt":0.3951736281158664,"score_spread":0.3230741165525752,"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."}}