{"id":"W4321366976","doi":"10.1097/nr9.0000000000000013","title":"Metabolic signatures and potential biomarkers in the progression of type 2 diabetes mellitus with cognitive impairment patients: a cross-sectional study","year":2023,"lang":"en","type":"article","venue":"Interdisciplinary Nursing Research","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diabetes mellitus; Type 2 Diabetes Mellitus; Internal medicine; Metabolomics; Disease; Gut flora; Medicine; Type 2 diabetes; Bioinformatics; Biology; Immunology; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007237187,0.0004340506,0.0005276066,0.0009400343,0.0007534386,0.0009215552,0.0002480938,0.0005625361,0.001181668],"category_scores_gemma":[0.00111289,0.0003802449,0.0006739275,0.001325614,0.0002083192,0.0005611767,0.0004774919,0.0007477457,0.0002570187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002460083,"about_ca_system_score_gemma":0.0002814922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002957256,"about_ca_topic_score_gemma":0.003420783,"domain_scores_codex":[0.9995911,0.00008209466,0.00006166423,0.0001334593,0.00007435061,0.00005749601],"domain_scores_gemma":[0.9992571,0.00008157828,0.0002836864,0.00006890827,0.0001662842,0.0001423124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001643717,0.00008499101,0.9987484,0.00001187666,0.00009249923,0.00004813367,0.0000524177,0.00001395894,0.0001433052,0.000006765177,0.00003930726,0.0005940378],"study_design_scores_gemma":[0.00001050259,0.0002162814,0.9988784,0.000006228146,0.00009094542,0.0002496825,0.0001635409,0.0001451439,0.00006566929,0.00001911845,0.0001492749,0.000005217347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988297,0.0003771787,0.0001305483,0.00002273503,0.000009470062,0.00001853713,0.0003080563,0.000002385886,0.0003013964],"genre_scores_gemma":[0.9991048,0.0001301443,0.0001686429,0.00004289864,0.00001359878,0.00002018954,0.0003395409,0.000001598681,0.0001785166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002957256,"threshold_uncertainty_score":0.005880058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.022826779370829,"score_gpt":0.4161444848485847,"score_spread":0.3933177054777557,"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."}}