{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006403572,0.0007775931,0.001971974,0.001080917,0.000355028,0.001467331,0.00077173,0.001202569,0.0023851],"category_scores_gemma":[0.01319065,0.0004654721,0.006668973,0.001388572,0.0005316701,0.000952551,0.0006785735,0.001396478,0.0001843135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008048371,"about_ca_system_score_gemma":0.0007388636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001362655,"about_ca_topic_score_gemma":0.00249324,"domain_scores_codex":[0.994636,0.002950456,0.001032839,0.0006640031,0.0005261387,0.0001905301],"domain_scores_gemma":[0.9840582,0.00905712,0.005260391,0.0005071205,0.0005553685,0.0005618668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.5130393,0.006007734,0.2327372,0.01732337,0.1855466,0.0002162049,0.0002821335,0.001346877,0.0009351446,0.0003449629,0.0007480322,0.04147242],"study_design_scores_gemma":[0.1861125,0.1387512,0.3855818,0.004569334,0.2736252,0.0007526736,0.0006914893,0.003854297,0.001123907,0.0007785723,0.00400121,0.0001577149],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9344471,0.06145294,0.0004104197,0.0003657862,0.0002602532,0.0004786978,0.001698994,0.0000109734,0.0008749811],"genre_scores_gemma":[0.9881997,0.009487977,0.0005358969,0.0002726394,0.0002090754,0.0001933876,0.0009825471,0.00000348748,0.0001152696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006403572,"threshold_uncertainty_score":0.03386569,"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."}}