{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002657237,0.0001307165,0.0002139416,0.0005562365,0.00004407704,0.00009820882,0.00007666131,0.00008189224,0.000002205941],"category_scores_gemma":[0.00003951853,0.0001020613,0.00001289595,0.0008544622,0.00004954516,0.0001110617,0.0001995433,0.0001791762,0.000008763655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004430806,"about_ca_system_score_gemma":0.00003130322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002452486,"about_ca_topic_score_gemma":0.000002249796,"domain_scores_codex":[0.998984,0.00003921812,0.0001773944,0.0002689653,0.0002447475,0.0002857241],"domain_scores_gemma":[0.9996021,0.00002707383,0.0000385252,0.0001731545,0.00007093626,0.00008820189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001173458,0.0001433241,0.9767651,0.001286136,0.00008572396,0.00003018035,0.00001840607,0.00001430745,0.00000987705,0.00007969439,0.002933116,0.01851678],"study_design_scores_gemma":[0.00341467,0.0001524426,0.9898605,0.0003664359,0.0001902037,8.489208e-7,0.00005885268,0.005348465,0.00001043419,0.00001209773,0.0004762979,0.0001086906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889334,0.008805188,0.000003780989,0.0002068302,0.00008603065,0.0008439823,0.000003940995,0.0001151262,0.001001737],"genre_scores_gemma":[0.9943054,0.004466283,0.0001270265,0.0002320542,0.00007563096,0.00001745991,0.00002774624,0.00001388913,0.000734519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01840808,"threshold_uncertainty_score":0.4161939,"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."}}