{"id":"W4200146289","doi":"10.1002/ejhf.2403","title":"Diabetes and pre‐diabetes in patients with heart failure and preserved ejection fraction","year":2021,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"British Heart Foundation","keywords":"Medicine; Ejection fraction; Heart failure; Diabetes mellitus; Cardiology; Internal medicine; Endocrinology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004964442,0.0001411528,0.0003713325,0.0001689718,0.00007353902,0.00006081711,0.00002464759,0.00004408107,0.00006082203],"category_scores_gemma":[0.0001467513,0.0001033512,0.0001184453,0.0002000883,0.00004916308,0.0002811597,0.00003276597,0.0004492019,0.000005250664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003292268,"about_ca_system_score_gemma":0.00004513189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002510227,"about_ca_topic_score_gemma":0.00001301258,"domain_scores_codex":[0.9986124,0.0003948995,0.0003001392,0.0001923363,0.000322949,0.0001772602],"domain_scores_gemma":[0.9992311,0.00004419868,0.000109821,0.0001616249,0.00027821,0.0001750365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001173035,0.00009165174,0.9883183,0.00006099131,0.0001225195,0.00002408224,0.00004220262,0.00001688286,0.00259591,4.703717e-7,0.008326557,0.000283085],"study_design_scores_gemma":[0.002953043,0.0007464839,0.8905717,0.0002944569,0.0001070952,0.00006846985,0.0002369822,0.00001626823,0.001501709,0.000001871501,0.1034039,0.00009799466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957033,0.000571028,0.00002082512,0.00336163,0.0001380316,0.0001479729,0.000002382022,0.00001535442,0.00003952237],"genre_scores_gemma":[0.9974406,0.00003793698,0.001968117,0.0002440938,0.0001927384,7.657966e-7,0.00001070037,0.00002979569,0.00007526497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09774664,"threshold_uncertainty_score":0.4214539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00577661897521884,"score_gpt":0.1992726538769868,"score_spread":0.193496034901768,"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."}}