{"id":"W4396989350","doi":"10.1681/asn.20223311s1754b","title":"Next Generation Sequencing to Determine Etiology of Renal Disease: A Canadian Prospective Cohort Study","year":2022,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Etiology; Prospective cohort study; Medicine; Cohort; Disease; Kidney disease; Cohort study; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006754672,0.00009332892,0.0005450923,0.00009132527,0.0001292156,0.000002787935,0.0002172487,0.00002102036,0.000040026],"category_scores_gemma":[0.0001125751,0.00006377973,0.0003751501,0.0003444393,0.0003178454,0.00003125689,0.0001175741,0.0003036293,3.842635e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003525482,"about_ca_system_score_gemma":0.0007241245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005738626,"about_ca_topic_score_gemma":0.001320462,"domain_scores_codex":[0.9986414,0.0003367055,0.0004057891,0.0001387527,0.0002955723,0.0001817613],"domain_scores_gemma":[0.9986902,0.00005248078,0.0006473096,0.0002372805,0.0002322497,0.0001405112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005908317,0.0001863591,0.5788517,0.00001287694,0.0007516478,0.00007789473,0.003092983,0.002607422,0.4062062,0.000007561072,0.006319259,0.001295244],"study_design_scores_gemma":[0.000638942,0.004184498,0.9877849,0.000009184976,0.0003249746,0.0005422682,0.004195273,0.0005304416,0.0006147502,0.00004372216,0.001070442,0.00006055454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945921,0.0001307763,0.000131486,0.004560672,0.00008264233,0.0004682069,0.00001193506,0.000003204053,0.00001893322],"genre_scores_gemma":[0.9940549,0.00004107741,0.00135601,0.004274921,0.0001843333,0.00002352175,0.000001876569,0.000008978645,0.00005445361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4089333,"threshold_uncertainty_score":0.8675124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04412519630101256,"score_gpt":0.2905021331016512,"score_spread":0.2463769368006387,"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."}}