{"id":"W4408563529","doi":"10.2337/dc24-2840","title":"Modeling Cardiovascular Protection With SGLT Inhibition in Type 1 Diabetes: A Risk-Based Approach to Guide Therapy?","year":2025,"lang":"en","type":"letter","venue":"Diabetes Care","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Université de Montréal; Public Health Ontario; Montreal Clinical Research Institute; University of British Columbia; Sinai Health System; University of Waterloo; Lunenfeld-Tanenbaum Research Institute; University of Calgary; University of Toronto; University Health Network; Toronto General Hospital","funders":"","keywords":"Medicine; Type 2 diabetes; Diabetes mellitus; Intensive care medicine; Internal medicine; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00983754,0.001277952,0.003202316,0.000725408,0.001721042,0.003851101,0.002124973,0.0206825,0.004198877],"category_scores_gemma":[0.05005761,0.0007705233,0.002091742,0.0005176212,0.00229653,0.005219024,0.001739722,0.03779383,0.003548803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003797885,"about_ca_system_score_gemma":0.005658905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009542317,"about_ca_topic_score_gemma":0.012898,"domain_scores_codex":[0.9935219,0.003977052,0.0008663299,0.0003805646,0.001048159,0.0002059937],"domain_scores_gemma":[0.9642358,0.02836879,0.001109702,0.0007860445,0.00354955,0.001950098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000369359,0.0002228883,0.003256128,0.0002563232,0.0001966755,0.001192636,0.0002446875,0.001854335,0.0001560569,0.0153098,0.9070629,0.06987815],"study_design_scores_gemma":[0.001182988,0.0004100057,0.0025364,0.002214824,0.0004721936,0.002457786,0.0009007936,0.02033753,0.0004834154,0.2033802,0.7653472,0.0002766847],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002732506,0.002497652,0.0008349046,0.9890587,0.006012922,0.000007809049,0.00005546369,0.00002827453,0.001231007],"genre_scores_gemma":[0.01641673,0.008501533,0.005947977,0.8634838,0.101112,0.0001175894,0.00009596482,0.00008827424,0.004236121],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0206825,"threshold_uncertainty_score":0.05202651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01712107209552296,"score_gpt":0.2189042759224405,"score_spread":0.2017832038269176,"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."}}