{"id":"W4414058852","doi":"10.1001/jamapediatrics.2025.2740","title":"Automated Insulin Delivery Systems and Glucose Management in Children and Adolescents With Type 1 Diabetes","year":2025,"lang":"en","type":"article","venue":"JAMA Pediatrics","topic":"Diabetes Management and Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"George & Fay Yee Centre for Healthcare Innovation; Diabetes Canada; Trillium Health Centre; University of Manitoba; Health Sciences Centre; Children's Hospital Research Institute of Manitoba; Queen's University; Manitoba Health","funders":"","keywords":"Type 1 diabetes; Insulin delivery; Diabetes mellitus; Insulin; Adverse effect; Continuous glucose monitoring; MEDLINE; Blood Glucose Self-Monitoring","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":[0.01568448,0.0006653291,0.004349316,0.002970479,0.0003581149,0.003291524,0.00122748,0.001960516,0.004514818],"category_scores_gemma":[0.08048674,0.0006230842,0.005650647,0.005103863,0.0007762985,0.002159375,0.00101006,0.002143969,0.000230334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002673008,"about_ca_system_score_gemma":0.005975527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006738415,"about_ca_topic_score_gemma":0.01062672,"domain_scores_codex":[0.9832009,0.009018728,0.004013621,0.0007918709,0.002703729,0.0002712013],"domain_scores_gemma":[0.9145259,0.06778724,0.01401008,0.0006142337,0.00267918,0.0003834293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.001968401,0.0001185121,0.01014088,0.8264978,0.02046329,0.000131743,0.0004258289,0.0003230097,0.0001519063,0.001073925,0.003995232,0.1347094],"study_design_scores_gemma":[0.002753254,0.001535358,0.03323447,0.8380939,0.08251324,0.0005780106,0.0006958744,0.000459324,0.0002923277,0.00188893,0.03786515,0.0000902498],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.002967408,0.9943361,0.0001601764,0.001101435,0.0003080657,0.0002196818,0.0002674954,0.000005588205,0.0006341358],"genre_scores_gemma":[0.06089995,0.9328162,0.002554866,0.001667348,0.0007381135,0.0007779096,0.0003384771,0.000008290202,0.0001987515],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01568448,"threshold_uncertainty_score":0.08294839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005548767786409615,"score_gpt":0.2397335834959257,"score_spread":0.2341848157095161,"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."}}