{"id":"W4411292066","doi":"10.2337/db25-942-p","title":"942-P: Pediatric and Adult T1D Glycemic, QoL, and Safety Outcomes of 1,013 Single Clinic Open Source AID Installations","year":2025,"lang":"en","type":"article","venue":"Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Glycemic; Medicine; Intensive care medicine; Pediatrics; Internal medicine; Insulin","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008966565,0.0002493942,0.0003679715,0.0006794672,0.0005111509,0.0009051402,0.0004873967,0.00024143,0.007431084],"category_scores_gemma":[0.003082372,0.0002189653,0.0005448587,0.001684791,0.0003224703,0.0005725679,0.0007913852,0.0006002746,0.001143763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009784321,"about_ca_system_score_gemma":0.000746562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01534272,"about_ca_topic_score_gemma":0.01109044,"domain_scores_codex":[0.9990481,0.000175984,0.0001177048,0.0001855115,0.0003199,0.0001529146],"domain_scores_gemma":[0.997054,0.0003665931,0.001568563,0.0001425538,0.000501066,0.0003672177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001939017,0.00008248416,0.9928818,0.00002559296,0.00004106259,0.00005384912,0.0001101188,0.00002480247,0.0000484567,0.000009954068,0.0006386779,0.005889286],"study_design_scores_gemma":[0.00001202618,0.000215551,0.9985802,0.00001711389,0.00003256385,0.0003079894,0.0002865276,0.00007944362,0.00006454035,0.000007799703,0.000392637,0.000003665995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957737,0.0001961444,0.00007134861,0.00003698049,0.000002783327,0.00002888375,0.002780523,0.00001313511,0.001096491],"genre_scores_gemma":[0.9970152,0.000133527,0.0001531977,0.00004010706,0.000009669351,0.00005244369,0.002014741,0.000009316286,0.0005718274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01534272,"threshold_uncertainty_score":0.03050679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02025538864346561,"score_gpt":0.3122081481317419,"score_spread":0.2919527594882763,"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."}}