{"id":"W4416821199","doi":"10.24911/ijmdc.51-1761682811","title":"Impact of vitamin D supplementation on insulin resistance and glycemic outcomes in adults with prediabetes: a systematic review","year":2025,"lang":"","type":"article","venue":"International Journal of Medicine in Developing Countries","topic":"Vitamin D Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Glycemic; Insulin resistance; Observational study; Vitamin D and neurology; Randomized controlled trial; Insulin; Diabetes mellitus; Confounding; Systematic review","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":[0.005305057,0.001323137,0.009057845,0.005257325,0.0004867003,0.002147519,0.001653904,0.001773727,0.003908584],"category_scores_gemma":[0.02241006,0.0008173909,0.009076447,0.006431773,0.0005955475,0.001341862,0.001157421,0.0009840272,0.0002537719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002416624,"about_ca_system_score_gemma":0.006949551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008591385,"about_ca_topic_score_gemma":0.01973914,"domain_scores_codex":[0.9962898,0.001322675,0.001353045,0.0003053706,0.0005988725,0.0001303443],"domain_scores_gemma":[0.9870865,0.009212474,0.002427917,0.0001806865,0.000924061,0.0001683338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003585741,0.00001488167,0.0006706906,0.9616807,0.015841,0.00005353906,0.00008071299,0.0000781018,0.00009958192,0.00009523739,0.0007343908,0.02029253],"study_design_scores_gemma":[0.0006651548,0.000356347,0.005693764,0.7649497,0.2153944,0.000293902,0.0001552136,0.0001483281,0.0001877431,0.0002805872,0.01182958,0.00004522047],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001280114,0.9977149,0.00009327044,0.0001584627,0.00007011778,0.0002204531,0.0002820254,0.000008418599,0.0001722467],"genre_scores_gemma":[0.02026151,0.9779138,0.0004504588,0.0004682526,0.00007643933,0.0004729026,0.0002301109,0.000005454546,0.0001211137],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009057845,"threshold_uncertainty_score":0.02805614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156197044156605,"score_gpt":0.3626097186871302,"score_spread":0.3510477482455641,"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."}}