{"id":"W4389894559","doi":"10.1080/14789450.2023.2295866","title":"Metabolomics in diabetes mellitus: clinical insight","year":2023,"lang":"en","type":"article","venue":"Expert Review of Proteomics","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Metabolomics; Insulin resistance; Diabetes mellitus; Disease; Metabolic disease; Medicine; Pathogenesis; Bioinformatics; Type 2 Diabetes Mellitus; Metabolic disorder; Metabolic pathway; Internal medicine; Biology; Endocrinology; 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":[0.002253066,0.0008709564,0.001342424,0.001964294,0.0002669941,0.002134502,0.0007863366,0.002460816,0.004526863],"category_scores_gemma":[0.002985351,0.0002435097,0.0008429873,0.001435471,0.0009588882,0.00186543,0.001205433,0.003480928,0.002175973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001138625,"about_ca_system_score_gemma":0.001237634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009545893,"about_ca_topic_score_gemma":0.001272803,"domain_scores_codex":[0.9991326,0.0003085982,0.00007720461,0.0001438024,0.0002729491,0.00006487517],"domain_scores_gemma":[0.9979476,0.0009518981,0.0002114985,0.00006079208,0.0006792636,0.0001488369],"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":[0.0003171022,0.00008610705,0.001514055,0.01376429,0.0004506437,0.0007287728,0.0001382387,0.0007014628,0.004120385,0.01925684,0.1460803,0.8128418],"study_design_scores_gemma":[0.00006038074,0.0002097151,0.003421688,0.00771102,0.0002539211,0.00324729,0.000225088,0.00110967,0.001639069,0.03377981,0.9482607,0.00008171087],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004121863,0.9735577,0.00140677,0.0197901,0.002499456,0.00001335741,0.00009662336,0.00004367322,0.002180198],"genre_scores_gemma":[0.006887204,0.9742318,0.001555506,0.007401487,0.008295054,0.00002103458,0.0001244838,0.00001211489,0.001471358],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004526863,"threshold_uncertainty_score":0.01514381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02627500169704198,"score_gpt":0.3491631844484744,"score_spread":0.3228881827514324,"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."}}