{"id":"W4412465754","doi":"10.1016/j.semnephrol.2025.151649","title":"Models of Care for the Implementation of Genetic Testing in Nephrology","year":2025,"lang":"en","type":"review","venue":"Seminars in Nephrology","topic":"Genomics and Rare Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"Western University; Academic Medical Organization of Southwestern Ontario; Schulich School of Medicine and Dentistry; Queensland Health","keywords":"Nephrology; Internal medicine; Genetic testing; Medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001757978,0.0002320195,0.0008304121,0.000202651,0.00002885931,0.00000286794,0.0003915298,0.000394887,0.000004782476],"category_scores_gemma":[0.0000795045,0.000189518,0.0002362516,0.0002194284,0.0001296407,0.000001458855,0.0002039402,0.0001158437,1.682811e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000283644,"about_ca_system_score_gemma":0.000596352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000136621,"about_ca_topic_score_gemma":0.0008002717,"domain_scores_codex":[0.9984172,0.0001442325,0.0007271212,0.0003803044,0.000051417,0.0002797358],"domain_scores_gemma":[0.9987863,0.00031824,0.0003750292,0.0003940643,0.0001058969,0.00002051684],"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":[0.00008975487,0.00005613347,0.0004549555,0.01097684,0.0001542325,0.000007682249,0.0002398778,0.001121573,0.000623546,0.0001757702,0.000448697,0.985651],"study_design_scores_gemma":[0.002037182,0.001914745,0.0009108674,0.00416426,0.001386886,0.00007991526,0.001747876,0.0003426819,0.0003471913,0.001682131,0.9846868,0.0006994445],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009194971,0.9889324,0.0001625743,0.00001826895,0.0001097144,0.001230515,0.0002863163,0.000001873019,0.00006342433],"genre_scores_gemma":[0.01102569,0.9867647,0.001172954,0.0001278421,0.00006703765,0.0004064114,0.0003927221,0.00002482214,0.00001782277],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9849515,"threshold_uncertainty_score":0.7728322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01981820181367355,"score_gpt":0.3298002074467186,"score_spread":0.3099820056330451,"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."}}