{"id":"W3112932318","doi":"10.3389/fmolb.2020.609806","title":"Distinctive Metabolomics Patterns Associated With Insulin Resistance and Type 2 Diabetes Mellitus","year":2020,"lang":"en","type":"article","venue":"Frontiers in Molecular Biosciences","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of Alberta","funders":"Alfaisal University; King Faisal Specialist Hospital and Research Centre; Genome Canada","keywords":"Metabolomics; Metabolite; Insulin resistance; Type 2 Diabetes Mellitus; Type 2 diabetes; Metabolome; Amino acid; Internal medicine; Chemistry; Diabetes mellitus; Endocrinology; Biochemistry; Medicine; Chromatography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000152599,0.0002487966,0.0002504307,0.0008448557,0.0001522817,0.0002823717,0.00008524231,0.0002115087,0.0005415726],"category_scores_gemma":[0.0003101317,0.0001024777,0.0002051426,0.000714655,0.0001184885,0.0001045025,0.0002077103,0.0001961243,0.00008970816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009826793,"about_ca_system_score_gemma":0.00008181089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007920816,"about_ca_topic_score_gemma":0.0009457258,"domain_scores_codex":[0.999877,0.00002397918,0.00001289371,0.00003803608,0.00002950212,0.00001854564],"domain_scores_gemma":[0.9998381,0.00002456315,0.00007811528,0.000008817999,0.00002537803,0.00002499359],"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":[0.002420314,0.0001463701,0.4612212,0.0001769387,0.0003775089,0.001221719,0.0002542725,0.0002453118,0.5073683,0.0001163943,0.0002721418,0.02617953],"study_design_scores_gemma":[0.00001282001,0.0003678929,0.9778903,0.00001383416,0.0001021091,0.002155561,0.0001425949,0.000691283,0.01795791,0.0001366293,0.0005171124,0.00001199402],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958922,0.001936248,0.001102294,0.00005766123,0.00001231987,0.00001448377,0.0004344345,0.00002848719,0.0005219016],"genre_scores_gemma":[0.9977891,0.0004605201,0.001021559,0.00007495641,0.00001063827,0.00001005676,0.0003832728,0.000005387647,0.0002443799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008448557,"threshold_uncertainty_score":0.001811743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006357699336895718,"score_gpt":0.2021779788005041,"score_spread":0.1958202794636083,"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."}}