{"id":"W4381377536","doi":"10.2337/db23-274-or","title":"274-OR: Do-It-Yourself Automated Insulin Delivery (AID) Systems Are Noninferior to Commercial AID Systems in Glucose Management among Adults with Type 1 Diabetes","year":2023,"lang":"en","type":"article","venue":"Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Insulin delivery; Type 1 diabetes; Confounding; Hypoglycemia; Observational study; Insulin; Cohort; Diabetes mellitus; Type 2 diabetes; Demography; Internal medicine; Endocrinology","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":[0.004627681,0.0003199095,0.000788949,0.0002931908,0.0002512905,0.0009644888,0.0004316214,0.0007519177,0.007913358],"category_scores_gemma":[0.006595155,0.0001497548,0.001028045,0.0004498869,0.0005668033,0.0007095747,0.0004709631,0.0007673085,0.0009356955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004506084,"about_ca_system_score_gemma":0.0004877722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009868329,"about_ca_topic_score_gemma":0.00104784,"domain_scores_codex":[0.9973797,0.001424626,0.0002805342,0.0002879272,0.0004708473,0.0001565077],"domain_scores_gemma":[0.9953558,0.002181582,0.001468316,0.0003345594,0.0003405978,0.0003191596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.4782256,0.01208234,0.1989423,0.003847535,0.003862271,0.0001257165,0.0002733411,0.0003621399,0.003689257,0.0004162119,0.002833882,0.2953392],"study_design_scores_gemma":[0.06319772,0.2602564,0.6511367,0.001100485,0.005711761,0.0006100553,0.0006687213,0.002012142,0.004401074,0.0005514879,0.010272,0.00008161398],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906682,0.004388339,0.0003029135,0.0002735134,0.0001727571,0.000269517,0.0006403866,0.0000227251,0.0032616],"genre_scores_gemma":[0.9963908,0.001085169,0.0006971358,0.000280179,0.0001256823,0.0001442589,0.0005171701,0.000007518543,0.0007521061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007913358,"threshold_uncertainty_score":0.02647281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01856544319597196,"score_gpt":0.2726888000684179,"score_spread":0.254123356872446,"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."}}