{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001346454,0.0001915569,0.00068208,0.0001010748,0.0000316498,0.000007191553,0.0002931203,0.0001345382,0.00002242189],"category_scores_gemma":[0.0008913752,0.0001597063,0.0002602188,0.0004481939,0.0001095518,0.000004726524,0.0002677395,0.0001376349,0.00002515937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001025078,"about_ca_system_score_gemma":0.0000713277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005854587,"about_ca_topic_score_gemma":0.000008731979,"domain_scores_codex":[0.998194,0.000170291,0.0007963423,0.0003958726,0.0001411129,0.0003023412],"domain_scores_gemma":[0.9991,0.00003894711,0.0002185949,0.0004894275,0.0000892295,0.00006381373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009511429,0.0003527022,0.01545837,0.002827456,0.0004046394,0.000007761751,0.0001466374,0.000005655568,0.9147158,0.002476431,0.04064941,0.02286],"study_design_scores_gemma":[0.0009181984,0.0004125501,0.00531821,0.001207989,0.00004348615,0.000001915692,0.00006119311,0.00007267961,0.2933582,0.0004351061,0.697674,0.000496385],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.4507028,0.5450554,0.0003293928,0.001243564,0.000580394,0.0009974783,0.00002484159,0.00002526701,0.001040863],"genre_scores_gemma":[0.0252724,0.9572235,0.01518639,0.001513484,0.0003324592,0.0001786104,0.00009900452,0.00003032868,0.0001638105],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6570246,"threshold_uncertainty_score":0.6512633,"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."}}