{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005963859,0.0005523881,0.0005403633,0.001241259,0.0002201032,0.0007468958,0.0001854604,0.0005013274,0.0006425109],"category_scores_gemma":[0.0006536978,0.0001650061,0.0004137975,0.0009783127,0.0002467562,0.0003475109,0.0004336371,0.0004341419,0.0001995156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002878167,"about_ca_system_score_gemma":0.0003159434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006597284,"about_ca_topic_score_gemma":0.0008742161,"domain_scores_codex":[0.9996675,0.0001074391,0.00002323506,0.00009180622,0.0000778172,0.00003217189],"domain_scores_gemma":[0.9997683,0.00005578921,0.00006561343,0.00001881198,0.00006515164,0.0000262276],"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":[0.001505654,0.0001660611,0.08166709,0.0004173404,0.0003448155,0.000378588,0.0001287089,0.000996364,0.8583166,0.0005237664,0.0006073882,0.05494762],"study_design_scores_gemma":[0.00007001397,0.001687836,0.3635844,0.0001233773,0.0006527146,0.003118584,0.0003794893,0.01920107,0.5985445,0.002889294,0.009651052,0.00009769817],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9460974,0.01529789,0.03368611,0.0008165511,0.0001136387,0.0001014312,0.002030394,0.0002299662,0.001626427],"genre_scores_gemma":[0.9602048,0.004460308,0.03240134,0.0005400599,0.00007709716,0.00006661515,0.001183556,0.00003241675,0.001033771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001241259,"threshold_uncertainty_score":0.003154039,"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."}}