{"id":"W3161790736","doi":"10.1161/circ.142.suppl_3.12923","title":"Abstract 12923: Development of a Novel Biomarker-based Risk Score for Heart Failure in Patients With Diabetes","year":2020,"lang":"en","type":"article","venue":"Circulation","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Internal medicine; Copeptin; Hazard ratio; Framingham Risk Score; TIMI; Biomarker; Heart failure; Alogliptin; Cardiology; Myocardial infarction; Proportional hazards model; Type 2 diabetes; Dapagliflozin; Natriuretic peptide; Placebo; Diabetes mellitus; Confidence interval; Disease; Endocrinology; Thrombolysis; Pathology","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":[0.002145843,0.0009101414,0.001109171,0.001177704,0.0002175011,0.001053821,0.0004208836,0.0005018481,0.001818219],"category_scores_gemma":[0.004002534,0.0001471462,0.0007997818,0.0008852189,0.0001186281,0.0004754868,0.000657241,0.000644176,0.0007559576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003984595,"about_ca_system_score_gemma":0.0005951404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006116469,"about_ca_topic_score_gemma":0.0007489399,"domain_scores_codex":[0.9990962,0.0003561984,0.0001239306,0.0001174935,0.000251509,0.00005460078],"domain_scores_gemma":[0.9985971,0.0003187094,0.0004195636,0.00005425219,0.0004094426,0.0002010505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002594688,0.0003603057,0.9127772,0.0001447064,0.0008548272,0.0001194582,0.00003834443,0.00254007,0.002080953,0.0002045067,0.004021083,0.07426381],"study_design_scores_gemma":[0.0008380754,0.003749178,0.9447594,0.0001107757,0.0006439056,0.0007063295,0.00007080672,0.04230556,0.001631448,0.0007862239,0.004316771,0.00008144722],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804024,0.002148883,0.009214696,0.0007702541,0.0002116831,0.0003995894,0.003858581,0.0001476865,0.002846208],"genre_scores_gemma":[0.9818287,0.0005320932,0.01296268,0.0001958998,0.0001847989,0.0003861352,0.002977069,0.00001391255,0.0009186722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002145843,"threshold_uncertainty_score":0.01134843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02679054394714121,"score_gpt":0.2378445993665478,"score_spread":0.2110540554194066,"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."}}