{"id":"W4381571187","doi":"10.1155/2023/5106107","title":"Control-IQ Technology Positively Impacts Patient Reported Outcome Measures and Glycemic Control in Youth with Type 1 Diabetes in a Real-World Setting","year":2023,"lang":"en","type":"article","venue":"Pediatric Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; Agricultural Research Institute of Ontario; University of Ottawa","funders":"Tandem Diabetes Care; American Diabetes Association","keywords":"Glycemic; Medicine; Type 1 diabetes; Prom; Diabetes mellitus; Insulin pump; Pediatrics; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001079472,0.0003346237,0.0008393696,0.002892018,0.00007488821,0.00006270115,0.0001492592,0.0001620272,0.00001112674],"category_scores_gemma":[0.00107985,0.0002587642,0.00006359923,0.003997789,0.0001466809,0.0001569874,0.0001256964,0.0005233177,0.00002391063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001382111,"about_ca_system_score_gemma":0.0001436881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009883429,"about_ca_topic_score_gemma":0.0001600387,"domain_scores_codex":[0.9967744,0.0001254922,0.0007363713,0.0005969101,0.0005696248,0.001197245],"domain_scores_gemma":[0.9984847,0.0004881141,0.0002633307,0.0003516444,0.0002026185,0.0002095496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003875972,0.0001400743,0.9944129,0.0002419063,0.0001517936,0.0001721538,0.0001900659,0.00004057617,0.0007564604,0.00001815767,0.000169254,0.003319035],"study_design_scores_gemma":[0.008500471,0.001294048,0.9866666,0.0002001276,0.0003792787,5.769037e-7,0.0003173472,0.001965223,0.0001658395,0.0001306177,0.00004809759,0.0003318353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950485,0.0009757145,0.000001195453,0.00135831,0.00010214,0.001324207,0.00003055534,0.0002910215,0.0008683716],"genre_scores_gemma":[0.9989891,0.0001567942,0.00004242683,0.0003171782,0.000114145,0.0001116985,0.00005890715,0.00005894396,0.0001508108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008112873,"threshold_uncertainty_score":0.9999865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02380100060925949,"score_gpt":0.2819932147868431,"score_spread":0.2581922141775836,"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."}}