{"id":"W4400844175","doi":"10.1016/j.jcte.2024.100363","title":"Assessment of insulin dose changes in pediatric patients with type 1 diabetes mellitus starting on continuous subcutaneous insulin infusion","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical & Translational Endocrinology","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Medicine; Insulin; Diabetes mellitus; Type 2 Diabetes Mellitus; Internal medicine; Subcutaneous injection; Type 1 diabetes; Endocrinology; Pharmacology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000942571,0.0001437068,0.0006727415,0.0006354026,0.00002273134,0.00001586306,0.0001315801,0.0001206672,0.0001714398],"category_scores_gemma":[0.0004199146,0.00009725922,0.0001478088,0.000465371,0.0001133647,0.00008263763,0.000029795,0.0009569594,0.00001138789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003131278,"about_ca_system_score_gemma":0.0003437186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000225768,"about_ca_topic_score_gemma":0.00001587454,"domain_scores_codex":[0.9972478,0.0001916115,0.001260282,0.0002215683,0.0007556991,0.0003230421],"domain_scores_gemma":[0.9970793,0.001905682,0.0003424542,0.0001195529,0.0004350977,0.0001178798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001767813,0.00126361,0.8698604,0.0003463304,0.0002215285,0.0003586789,0.00005218077,0.0003396721,0.00008610867,0.0007659941,0.00007219519,0.1248655],"study_design_scores_gemma":[0.004918793,0.009381907,0.9815028,0.0003529525,0.0001859987,0.000004545961,0.00001531575,0.0009858897,0.00004170503,0.0006762821,0.001834776,0.00009903341],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935677,0.002135886,0.00002124255,0.002396738,0.0005059661,0.0003039356,0.000008865747,0.00001335372,0.001046324],"genre_scores_gemma":[0.9964396,0.00199921,0.0008610189,0.0001849812,0.0003811887,0.000003186834,0.00002369093,0.00001874372,0.00008831869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1247665,"threshold_uncertainty_score":0.4157566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0383970543054291,"score_gpt":0.3788317623581393,"score_spread":0.3404347080527102,"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."}}