{"id":"W4324290796","doi":"10.56827/jrsmms.2022.1001.13","title":"A MATHEMATICAL MODEL OF GLUCOSE HOMEOSTASIS IN CHAD CONTEXT","year":2022,"lang":"en","type":"article","venue":"JOURNAL OF RAMANUJAN SOCIETY OF MATHEMATICS AND MATHEMATICAL SCIENCES","topic":"Diabetes Management and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"University of Rwanda","keywords":"Context (archaeology); Glucose homeostasis; Mathematical model; Computer science; Nonlinear system; Inverse problem; Insulin; Applied mathematics; Biological system; Mathematics; Biology; Insulin resistance; Physics; Biotechnology","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":[0.004300243,0.0001476142,0.0008939494,0.0002110337,0.0001161617,0.0000266748,0.0003541172,0.00005441768,0.0002927965],"category_scores_gemma":[0.0002865179,0.0001004674,0.0003624867,0.0004814332,0.000748228,0.0001288177,0.0003136368,0.0003253571,0.000001714758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000462429,"about_ca_system_score_gemma":0.0001510885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001140189,"about_ca_topic_score_gemma":2.980607e-7,"domain_scores_codex":[0.9969742,0.00004240956,0.00109998,0.0001518611,0.001434046,0.0002975366],"domain_scores_gemma":[0.9983688,0.0005227424,0.0006324098,0.0001755472,0.0001511944,0.0001493345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003594357,0.02103229,0.002107342,0.03137339,0.001295837,0.00006503573,0.06368708,0.001796162,0.03058238,0.7695349,0.01104712,0.06711898],"study_design_scores_gemma":[0.002850272,0.002106549,0.0001335325,0.00130483,0.0002594739,0.0001161312,0.04487292,0.4617809,0.003320302,0.4827969,0.0002169308,0.0002412512],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848051,0.001131789,0.008015442,0.002351048,0.0000234027,0.00042172,0.000008383268,0.000006500383,0.00323663],"genre_scores_gemma":[0.8818158,0.0003833154,0.1172888,0.0001269943,0.00001941529,0.00001023932,4.809285e-7,0.00001366335,0.0003412795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4599847,"threshold_uncertainty_score":0.4096943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05938746025301397,"score_gpt":0.3231542171967637,"score_spread":0.2637667569437497,"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."}}