{"id":"W4402548639","doi":"10.2196/58137","title":"Comparing Insulin Against Glucagon-Like Peptide-1 Receptor Agonists, Dipeptidyl Peptidase-4 Inhibitors, and Sodium-Glucose Cotransporter 2 Inhibitors on 5-Year Incident Heart Failure Risk for Patients With Type 2 Diabetes Mellitus: Real-World Evidence Study Using Insurance Claims","year":2024,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Medicine; Internal medicine; Type 2 Diabetes Mellitus; Diabetes mellitus; Endocrinology; World Wide Web; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006018443,0.0008804416,0.001181257,0.0006397481,0.0004014106,0.0003878709,0.0002215976,0.0001730428,0.00002549469],"category_scores_gemma":[0.00007029848,0.0007045291,0.0002568047,0.0009643222,0.0002584213,0.0007356962,0.0001568891,0.0005605757,0.0000599745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004992992,"about_ca_system_score_gemma":0.0001349261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009707113,"about_ca_topic_score_gemma":0.0002765399,"domain_scores_codex":[0.9955736,0.0001692302,0.0009228708,0.001387485,0.0008999701,0.001046792],"domain_scores_gemma":[0.9977176,0.0004815786,0.0003157271,0.0007458953,0.0003150143,0.0004241881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000524306,0.001798544,0.9834003,0.001250064,0.0008599414,0.00001184658,0.001136892,0.00004791467,0.001729353,0.00001727519,0.005287369,0.003936224],"study_design_scores_gemma":[0.006332511,0.006287137,0.9526341,0.009167423,0.001094037,2.132788e-7,0.0007557321,0.0006950857,0.007650573,0.00003021156,0.01419189,0.001161078],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901631,0.00237473,0.000002145175,0.0002038625,0.000788248,0.005853582,0.0001338847,0.0004060828,0.0000743307],"genre_scores_gemma":[0.99601,0.0006009092,0.001175994,0.0002702474,0.000489814,0.0005700364,0.0004446163,0.0001998988,0.0002384976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03076616,"threshold_uncertainty_score":0.9995406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01672442490829595,"score_gpt":0.2654815702747984,"score_spread":0.2487571453665024,"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."}}