{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002916277,0.0003235213,0.0004143588,0.0003124505,0.0004318305,0.001130654,0.0002816565,0.0003541938,0.001113376],"category_scores_gemma":[0.007643757,0.0002321257,0.0006611138,0.0004646502,0.000339828,0.0006010999,0.0006346938,0.0006572485,0.0001383856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005075894,"about_ca_system_score_gemma":0.0005416478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003397897,"about_ca_topic_score_gemma":0.00557641,"domain_scores_codex":[0.9974547,0.001566529,0.0001619025,0.0002028208,0.0003577985,0.0002562304],"domain_scores_gemma":[0.99626,0.0008991286,0.001793024,0.0001353698,0.0003399432,0.000572552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005784701,0.0007704655,0.9920218,0.00003030323,0.000108706,0.00005680827,0.0002267735,0.00007050673,0.0001269867,0.0000129792,0.0001672938,0.005828773],"study_design_scores_gemma":[0.0000570904,0.002519393,0.9959224,0.00002505228,0.00006669913,0.000136226,0.000659994,0.0002759423,0.0001230733,0.00001364404,0.0001927838,0.00000771233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996186,0.00009641478,0.00003413967,0.00003102953,0.000003967346,0.000008410004,0.00006316527,0.000001596449,0.0001426899],"genre_scores_gemma":[0.9994393,0.0001098205,0.0001884889,0.00004751169,0.000007509588,0.00001569222,0.0001352133,0.00000104557,0.00005544497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003397897,"threshold_uncertainty_score":0.01542294,"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."}}