{"id":"W7106284569","doi":"10.13140/rg.2.2.11697.65128","title":"Empowering Clinicians to Independently Implement Genetic Testing in Neurodevelopmental Care: A Quality Improvement Initiative at the University of Alberta","year":2025,"lang":"en","type":"article","venue":"","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quality management; Genetic testing; Quality (philosophy); Test (biology); MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0219301,0.0007247771,0.0005720919,0.001299116,0.01089658,0.01113423,0.005133354,0.004714862,0.006997043],"category_scores_gemma":[0.03596551,0.0009999122,0.000668137,0.001863954,0.003904742,0.002169604,0.008852541,0.008654162,0.001020384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04942131,"about_ca_system_score_gemma":0.3065045,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6823663,"about_ca_topic_score_gemma":0.8502513,"domain_scores_codex":[0.973726,0.007247421,0.001003364,0.002145049,0.009800928,0.006077108],"domain_scores_gemma":[0.8416846,0.01186944,0.00535047,0.003833364,0.04293159,0.09433056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005960382,0.00409631,0.1650198,0.0005928737,0.0002174104,0.002219037,0.0155491,0.003395892,0.005692684,0.004627049,0.3018532,0.4961407],"study_design_scores_gemma":[0.001143754,0.00193573,0.4057495,0.002310415,0.0004095186,0.001658821,0.05946932,0.0117992,0.008291618,0.008487345,0.4980706,0.0006742018],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2795628,0.006507189,0.01741065,0.6277279,0.005415699,0.001776543,0.0007518649,0.001903128,0.0589443],"genre_scores_gemma":[0.7711557,0.00840714,0.08000854,0.09865665,0.001260804,0.0009351914,0.0009533091,0.000627303,0.03799544],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6823663,"threshold_uncertainty_score":0.6390087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02411096281867876,"score_gpt":0.3300168051937939,"score_spread":0.3059058423751152,"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."}}