{"id":"W4411597621","doi":"10.1016/bs.acc.2025.04.004","title":"Metabolomics of nephrotic syndrome","year":2025,"lang":"en","type":"review","venue":"Advances in clinical chemistry","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Nephrotic syndrome; Metabolomics; Computational biology; Chemistry; Medicine; Biology; Bioinformatics; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002243235,0.0003022584,0.003006252,0.00004291231,0.00001014994,0.000003867398,0.0002041463,0.0003933448,0.0001238879],"category_scores_gemma":[0.0007863516,0.0002276949,0.00106441,0.0002766505,0.0001587439,0.00004197044,0.0001063809,0.0004877391,0.00001594682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008495657,"about_ca_system_score_gemma":0.0006106936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001633064,"about_ca_topic_score_gemma":4.228155e-7,"domain_scores_codex":[0.9976021,0.00005544881,0.001485422,0.0004907333,0.0001757617,0.0001905005],"domain_scores_gemma":[0.9970822,0.001688147,0.0004360775,0.0006066898,0.00004776756,0.0001390879],"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":[0.00002421943,0.001259136,0.003517962,0.1178974,0.0004850738,0.0003469084,0.000001234657,5.384428e-7,5.740336e-8,0.00002712568,0.00008741995,0.8763529],"study_design_scores_gemma":[0.001013562,0.00009093567,0.0002847284,0.05429808,0.004808278,0.00004863186,0.000005036934,5.421371e-7,0.00001214227,0.0001455207,0.9390875,0.0002050286],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000242507,0.994777,0.000001159994,0.0000159981,0.0001869631,0.0005060714,0.0001093096,0.00001716823,0.004143876],"genre_scores_gemma":[0.0001911696,0.9983436,0.000333843,0.00005635543,0.00008736691,0.000153936,0.0001963612,0.00001991348,0.0006174856],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9390001,"threshold_uncertainty_score":0.9285129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05150415777610499,"score_gpt":0.4619111640339787,"score_spread":0.4104070062578737,"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."}}