{"id":"W4413885454","doi":"10.1093/eurjpc/zwaf539","title":"Heterogeneous cardiovascular effects of sodium-glucose cotransporter 2 inhibitors in type 2 diabetes: a causal forest and target trial emulation study","year":2025,"lang":"en","type":"article","venue":"European Journal of Preventive Cardiology","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Minority Health and Health Disparities; Japan Science and Technology Agency; Japan Society for the Promotion of Science; National Institutes of Health; Eisai Canada; AstraZeneca KK; General Insurance Association of Japan; National Institute on Aging; Kyowa Hakko Kirin; OMRON Corporation; Norges Idrettshøgskole","keywords":"Medicine; Internal medicine; Diabetes mellitus; Type 2 diabetes; Myocardial infarction; Stroke (engine); Disease; Body mass index; Type 2 Diabetes Mellitus; Relative risk; Dipeptidyl peptidase-4; Confidence interval; Endocrinology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.1541262,0.001994408,0.004022018,0.001294994,0.0006765824,0.001567783,0.002606184,0.00204742,0.003924476],"category_scores_gemma":[0.1891654,0.0007904766,0.01064889,0.001068016,0.001810341,0.002001285,0.001993054,0.002390575,0.0002870034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001126714,"about_ca_system_score_gemma":0.001474045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002054598,"about_ca_topic_score_gemma":0.001161734,"domain_scores_codex":[0.8674767,0.1245305,0.002119407,0.003685295,0.001174296,0.001013788],"domain_scores_gemma":[0.7092073,0.25962,0.01294825,0.01431735,0.002751465,0.00115561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.2134545,0.004242265,0.2269937,0.005053468,0.107571,0.001918331,0.001424642,0.2902331,0.002643925,0.02893641,0.006701369,0.1108273],"study_design_scores_gemma":[0.03202872,0.01396964,0.03806831,0.0006005737,0.06345847,0.001077265,0.0002740223,0.7951759,0.002396596,0.04801514,0.004706074,0.0002293694],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7652657,0.005856956,0.2159576,0.002526155,0.0004564911,0.004031774,0.003173667,0.000538169,0.002193443],"genre_scores_gemma":[0.979273,0.0003181367,0.01689808,0.0005677244,0.0001311299,0.001260234,0.001205422,0.00003452618,0.0003117865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1541262,"threshold_uncertainty_score":0.815107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008663355323634691,"score_gpt":0.2424451254917696,"score_spread":0.2337817701681349,"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."}}