{"id":"W4411592381","doi":"10.1111/dom.16547","title":"Impact of social disadvantage on clinical and health care use indicators in adults with type 1 diabetes using insulin pumps in Ontario, Canada","year":2025,"lang":"en","type":"article","venue":"Diabetes Obesity and Metabolism","topic":"Diabetes Management and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital; St. Michael's Hospital; Hospital for Sick Children; Institute for Clinical Evaluative Sciences; Women's College Hospital; University of Toronto","funders":"Canadian Statistical Sciences Institute; Banting Research Foundation","keywords":"Medicine; Type 2 diabetes; Disadvantage; Diabetes mellitus; Insulin; Intensive care medicine; 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":[0.001092698,0.0003274619,0.0005216495,0.001165891,0.002832392,0.001218997,0.001135313,0.000357375,0.001838917],"category_scores_gemma":[0.002858314,0.0003409853,0.0009540193,0.003450851,0.0008143507,0.0004100296,0.001448118,0.0006272703,0.0001122719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0312313,"about_ca_system_score_gemma":0.04314851,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9968736,"about_ca_topic_score_gemma":0.9979632,"domain_scores_codex":[0.9986417,0.0001404766,0.0001075923,0.0001865071,0.0004366286,0.0004870558],"domain_scores_gemma":[0.9971935,0.0001608679,0.0008523328,0.00008908231,0.0008963569,0.0008079312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000553771,0.00002002459,0.9960145,0.00003741906,0.00005863586,0.00004461028,0.0005863147,0.00008677587,0.00003939183,0.00006668722,0.000849058,0.002141213],"study_design_scores_gemma":[0.00000607535,0.000009658329,0.9989587,0.00003316492,0.00002167765,0.00001648779,0.0004241242,0.0001628457,0.0000102008,0.0000149822,0.00033623,0.000005850876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894811,0.001193893,0.000147275,0.0007795625,0.00002199193,0.00007603794,0.005780741,0.00001009233,0.002509382],"genre_scores_gemma":[0.9977382,0.0004307514,0.0001346969,0.0000971525,0.000007692687,0.00002464481,0.001084104,0.000003252217,0.0004794043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0312313,"threshold_uncertainty_score":0.2266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02236670991544468,"score_gpt":0.3367042641964723,"score_spread":0.3143375542810276,"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."}}