{"id":"W4412865072","doi":"10.1016/j.metop.2025.100382","title":"Effectiveness of continuous glucose monitoring systems on glycemic control in adults with type 1 diabetes: A systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"Metabolism Open","topic":"Diabetes Management and Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Glycemic; Meta-analysis; Hypoglycemia; Medicine; Continuous glucose monitoring; Type 2 diabetes; Type 1 diabetes; Subgroup analysis; Systematic review; Diabetes mellitus; Blood Glucose Self-Monitoring; Internal medicine; MEDLINE; Endocrinology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01431968,0.002633635,0.01731717,0.005086606,0.0005743343,0.003246048,0.001968171,0.002120137,0.002813592],"category_scores_gemma":[0.03879656,0.001265564,0.03423777,0.005992963,0.0007303398,0.001683246,0.001266906,0.001773361,0.0001958806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003282632,"about_ca_system_score_gemma":0.003749853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007588042,"about_ca_topic_score_gemma":0.01168009,"domain_scores_codex":[0.9893258,0.005233258,0.002856032,0.001040949,0.001250943,0.0002929497],"domain_scores_gemma":[0.9764432,0.01791366,0.003542424,0.0005266287,0.001348092,0.0002260125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002754531,0.00004388313,0.003876617,0.4401778,0.5355003,0.00008213646,0.00007445944,0.0005703102,0.0001635432,0.0001168855,0.0004919887,0.01614738],"study_design_scores_gemma":[0.0007740022,0.0002789871,0.003557723,0.03561249,0.9581143,0.00006601679,0.00003236145,0.0002016932,0.0001203047,0.0001331639,0.001087439,0.00002155809],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004403323,0.9943535,0.0002773057,0.0001348516,0.00009630767,0.0002218284,0.0002948662,0.00001674975,0.0002012273],"genre_scores_gemma":[0.1645842,0.8306177,0.001870303,0.0006832509,0.0002392654,0.001108106,0.0006581603,0.00002298461,0.0002160861],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01731717,"threshold_uncertainty_score":0.07573056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04017968235896968,"score_gpt":0.3604471906957212,"score_spread":0.3202675083367515,"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."}}