{"id":"W4233816767","doi":"10.2337/figshare.16451109.v1","title":"A Biomarker-Based Score for Risk of Hospitalization for Heart Failure in Patients With Diabetes","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Internal medicine; Copeptin; Natriuretic peptide; Placebo; Heart failure; Hazard ratio; Dapagliflozin; Framingham Risk Score; TIMI; Biomarker; Diabetes mellitus; Type 2 diabetes; Gastroenterology; Endocrinology; Myocardial infarction; Biology","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":[0.00158047,0.0005554619,0.0006476531,0.001376287,0.0001830478,0.0006137383,0.0003365188,0.0003984557,0.001414357],"category_scores_gemma":[0.00436983,0.0001470851,0.0008810133,0.0009608246,0.0001347392,0.000409054,0.0005747284,0.0005604479,0.0003405001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003636239,"about_ca_system_score_gemma":0.0003664587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001016752,"about_ca_topic_score_gemma":0.001324424,"domain_scores_codex":[0.9992324,0.000254122,0.0001379031,0.0001159562,0.0002070179,0.00005255951],"domain_scores_gemma":[0.998171,0.0004320514,0.0007583968,0.0001119358,0.000311384,0.0002151395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009967026,0.00009966955,0.9813688,0.00003294363,0.0004318364,0.00004041996,0.00002301457,0.001365564,0.0004994802,0.00009576411,0.001080979,0.01396491],"study_design_scores_gemma":[0.0002437894,0.0009899456,0.978833,0.00002963396,0.0003663033,0.0003342104,0.00005788651,0.01710413,0.0005470652,0.0003304536,0.001125986,0.00003754689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913685,0.0005314994,0.003411344,0.0002773145,0.00006131057,0.00008372635,0.002692772,0.00006899211,0.001504559],"genre_scores_gemma":[0.9936387,0.0001318592,0.003362531,0.00007024356,0.00004754793,0.00006079519,0.002358148,0.000006410492,0.000323673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00158047,"threshold_uncertainty_score":0.008358479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01051639168296609,"score_gpt":0.2354600147655643,"score_spread":0.2249436230825982,"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."}}