{"id":"W2963403711","doi":"10.3390/metabo9080155","title":"Urinary Metabolomics Validates Metabolic Differentiation Between Renal Cell Carcinoma Stages and Reveals a Unique Metabolic Profile for Oncocytomas","year":2019,"lang":"en","type":"article","venue":"Metabolites","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Chromophobe cell; Renal cell carcinoma; Oncocytoma; Clear cell; Malignancy; Stage (stratigraphy); Medicine; Metabolomics; Citric acid cycle; Pathology; Clear cell renal cell carcinoma; Internal medicine; Biology; Bioinformatics; Metabolism","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":[0.0003640883,0.0002860697,0.0003918531,0.0008429893,0.0002195758,0.0006861489,0.0001428531,0.0003546236,0.0005854442],"category_scores_gemma":[0.0008848896,0.0001377884,0.0002746411,0.0006378104,0.0002083546,0.0002545112,0.000351207,0.0003519214,0.0001299436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002366206,"about_ca_system_score_gemma":0.0002873753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001940241,"about_ca_topic_score_gemma":0.003628409,"domain_scores_codex":[0.9997898,0.00004055554,0.00001833157,0.00006361186,0.00005248181,0.00003521863],"domain_scores_gemma":[0.9997016,0.00005881169,0.00009209487,0.00002513046,0.00008001616,0.00004239563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002798571,0.0001568023,0.454864,0.0003210269,0.0003677423,0.0005536427,0.00029536,0.0008660619,0.4953699,0.0003698943,0.0006840821,0.043353],"study_design_scores_gemma":[0.00002566458,0.0005221201,0.9006304,0.00005570918,0.0002311264,0.001312298,0.0003978021,0.005715387,0.08789061,0.0005735981,0.002597033,0.00004832242],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917061,0.002055782,0.004105815,0.000110616,0.00002582154,0.00002919884,0.0009934073,0.00007386613,0.0008993761],"genre_scores_gemma":[0.9947363,0.0005702167,0.003396789,0.00007698815,0.00001435248,0.00001896305,0.000766369,0.00001647441,0.0004035674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001940241,"threshold_uncertainty_score":0.003857911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01262372233353891,"score_gpt":0.2490326288119664,"score_spread":0.2364089064784275,"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."}}