{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002808178,0.0006343836,0.0006595621,0.001993024,0.005048297,0.001387925,0.001218724,0.0007698257,0.002695512],"category_scores_gemma":[0.004605386,0.000521423,0.0008388742,0.004940183,0.0007846293,0.0004072747,0.001194783,0.001345243,0.0004082618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01347141,"about_ca_system_score_gemma":0.02238528,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9567109,"about_ca_topic_score_gemma":0.9695958,"domain_scores_codex":[0.9980479,0.0001875443,0.0001008429,0.0005535303,0.0007231972,0.0003870002],"domain_scores_gemma":[0.9957308,0.0002891479,0.0005622851,0.0003979001,0.002346303,0.0006734647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001690048,0.00006592816,0.9889218,0.00005946011,0.0001516607,0.0003922869,0.0006643293,0.0001102655,0.0004429248,0.0002473161,0.003780454,0.00499471],"study_design_scores_gemma":[0.00005696852,0.00006434169,0.9947482,0.0000783238,0.0001231795,0.0006601646,0.0004807244,0.0003652946,0.0000811272,0.00009228157,0.00321905,0.00003039672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696029,0.002568211,0.001176673,0.0009407235,0.00004250797,0.0004731782,0.02010256,0.00003434815,0.005058799],"genre_scores_gemma":[0.9825017,0.002561088,0.003279248,0.0007729831,0.00002893702,0.0002771174,0.008890691,0.00003659413,0.001651563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04328907,"threshold_uncertainty_score":0.09774238,"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."}}