{"id":"W4416340615","doi":"10.1111/dom.70299","title":"Despite lower haemoglobin A1c with second‐generation automated insulin delivery systems, mental burden remains high for all adults with type 1 diabetes: A <scp>BETTER</scp> registry analysis","year":2025,"lang":"en","type":"article","venue":"Diabetes Obesity and Metabolism","topic":"Diabetes Management and Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ste. Anne's Hospital; Centre Hospitalier de l’Université de Montréal; McGill University; Université de Montréal; Montreal Clinical Research Institute","funders":"Breakthrough T1D Canada; Canadian Institutes of Health Research; Institut de Recherche Clinique De Montréal; Juvenile Diabetes Research Foundation Canada","keywords":"Diabetes mellitus; Type 2 diabetes; Insulin delivery; Type 1 diabetes; Insulin; MEDLINE","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00186707,0.0002757937,0.0004429464,0.001071287,0.0007237621,0.0009842751,0.0006081174,0.0002627136,0.002822071],"category_scores_gemma":[0.004324963,0.0002217236,0.0009719581,0.003196914,0.0002214362,0.0004814622,0.0006792506,0.0004852143,0.0002557259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002793364,"about_ca_system_score_gemma":0.005035507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4227587,"about_ca_topic_score_gemma":0.5617352,"domain_scores_codex":[0.9979941,0.0002984125,0.0001885846,0.0002899434,0.0009246031,0.0003044489],"domain_scores_gemma":[0.9955621,0.0003985137,0.002205697,0.0003658894,0.00104407,0.0004237858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001503663,0.00003621158,0.9943474,0.00003709189,0.0001236836,0.00001696863,0.00004069025,0.00003315336,0.00003222556,0.00002697458,0.0009860222,0.004169325],"study_design_scores_gemma":[0.00002956363,0.00006881588,0.9987953,0.0000239343,0.0001130564,0.00005291762,0.0001446309,0.0001653866,0.00003938242,0.000006589502,0.0005562982,0.000004039653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881048,0.0006609543,0.0001810234,0.0002063377,0.00001340123,0.0001239256,0.008975456,0.00001433234,0.001719804],"genre_scores_gemma":[0.9893599,0.0007124035,0.0005194197,0.000148628,0.00002672513,0.0001257322,0.008605355,0.000007060753,0.0004948627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4227587,"threshold_uncertainty_score":0.840596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008780291928723458,"score_gpt":0.2385278812664283,"score_spread":0.2297475893377048,"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."}}