{"id":"W3196077530","doi":"10.3390/biology10080770","title":"Metabolomics Profiling of Cystic Renal Disease towards Biomarker Discovery","year":2021,"lang":"en","type":"article","venue":"Biology","topic":"Amino Acid Enzymes and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of Alberta","funders":"Deanship of Scientific Research, King Saud University; King Saud University; King Faisal Specialist Hospital and Research Centre","keywords":"Metabolomics; Biology; Urea cycle; Pyrimidine metabolism; Arginine; Ornithine aminotransferase; Glutamine; Biochemistry; Purine; Alanine; Metabolic pathway; Ornithine; Amino acid; Internal medicine; Metabolism; Bioinformatics; Medicine; Enzyme","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":[0.0001297873,0.0001365549,0.0002236763,0.00002974941,0.00003121952,0.000008784622,0.0001357525,0.0001395355,0.0000247584],"category_scores_gemma":[0.0002714531,0.0001155497,0.0001486825,0.000086101,0.0001365464,0.00000398836,0.0001875809,0.00005297135,0.000003833431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004837945,"about_ca_system_score_gemma":0.0002637616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001019253,"about_ca_topic_score_gemma":0.00000472744,"domain_scores_codex":[0.9990323,0.0001070999,0.0002302983,0.0003451716,0.0000541607,0.0002310049],"domain_scores_gemma":[0.999347,0.00001188007,0.00008702952,0.0003640751,0.00009913982,0.000090919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001300018,0.00005549998,0.003476287,0.00002083349,0.00008677784,0.000008777618,0.000005592337,0.000009823468,0.9878279,0.004323639,0.0002635034,0.003791371],"study_design_scores_gemma":[0.0004793831,0.0000618503,0.02147787,0.00000778116,0.00008629794,0.00001634407,0.00003079886,0.00004521263,0.9004304,0.0004669219,0.07670601,0.0001911715],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697351,0.01473572,0.01384518,0.0001233943,0.0005007721,0.00009552843,0.0002242709,0.000008969221,0.0007309935],"genre_scores_gemma":[0.9929838,0.0007916551,0.004083906,0.000229821,0.0002650341,0.00001483867,0.0007067613,0.0000166998,0.0009074624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08739754,"threshold_uncertainty_score":0.471198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01503659573541749,"score_gpt":0.2696722475784213,"score_spread":0.2546356518430039,"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."}}