{"id":"W4409979848","doi":"10.1111/dom.16426","title":"Social disadvantage and technology use among adults with type 1 diabetes in Quebec: A cross‐sectional study using data from the Canadian <scp>T1D</scp> ( <scp>BETTER</scp> ) Registry","year":2025,"lang":"en","type":"article","venue":"Diabetes Obesity and Metabolism","topic":"Diabetes Management and Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Diabetes Canada; Montreal Clinical Research Institute; McGill University Health Centre; University of Ottawa; McGill University; Université Laval; University of Toronto; Public Health Ontario; Université de Montréal; Hospital for Sick Children; University Health Network; Ottawa Hospital; Centre hospitalier universitaire de Québec; Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital","funders":"Breakthrough T1D Canada; Novo Nordisk; Sanofi; Diabetes Canada; Eli Lilly and Company; Canadian Institutes of Health Research; Diabetes Action Research and Education Foundation","keywords":"Medicine; Odds ratio; Disadvantage; Odds; Insulin pump; Cross-sectional study; Type 1 diabetes; Demography; Insulin; Logistic regression; Confidence interval; Diabetes mellitus; Gerontology; Environmental health; Internal medicine; Endocrinology","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":[0.0008181573,0.0003686559,0.0003706188,0.001260096,0.001610426,0.001008891,0.0008625741,0.0005573148,0.001913093],"category_scores_gemma":[0.001632598,0.0002788763,0.0006419824,0.003242264,0.0004655839,0.0005667779,0.00070369,0.0006626293,0.0003152397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009600847,"about_ca_system_score_gemma":0.005990938,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9773669,"about_ca_topic_score_gemma":0.9808637,"domain_scores_codex":[0.9993839,0.0000871289,0.00005790574,0.0001193137,0.0001877601,0.0001639149],"domain_scores_gemma":[0.9982364,0.0001214305,0.0005680799,0.00008351401,0.0006428793,0.0003476533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000213051,0.00003524182,0.9982315,0.00001557903,0.00004962884,0.00001634279,0.0001556245,0.00003603767,0.0000486654,0.00001642035,0.0004775042,0.0008961603],"study_design_scores_gemma":[0.000004293685,0.00001576373,0.9993268,0.00001338982,0.00001491555,0.00001301542,0.0001923337,0.0001375646,0.00001116852,0.000004184501,0.0002629843,0.000003579545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876612,0.0005443301,0.0001874116,0.0002400402,0.00001113105,0.00009504324,0.009854543,0.00001282281,0.001393402],"genre_scores_gemma":[0.9950435,0.000291891,0.0002293482,0.0001792874,0.000009915218,0.00007187754,0.003481147,0.000004273908,0.0006886987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02263314,"threshold_uncertainty_score":0.06965935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02348322840283504,"score_gpt":0.2922524543133965,"score_spread":0.2687692259105615,"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."}}