{"id":"W2127712541","doi":"10.1161/circheartfailure.109.932996","title":"Factors Associated With Outcome in Heart Failure With Preserved Ejection Fraction","year":2010,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":255,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Medicine; Heart failure; Ejection fraction; Internal medicine; Proportional hazards model; Diabetes mellitus; Cardiology; Mortality rate; Heart failure with preserved ejection fraction; Natriuretic peptide; 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":[0.0003146008,0.000335634,0.0005159671,0.0003819811,0.0001773426,0.00007533801,0.00005587258,0.0003018357,0.0004840955],"category_scores_gemma":[0.0001594386,0.0002433192,0.0001139706,0.000737863,0.00006662214,0.0005243113,0.00002058164,0.0006742064,0.0000646682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002356837,"about_ca_system_score_gemma":0.0001034402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002792199,"about_ca_topic_score_gemma":0.00615061,"domain_scores_codex":[0.9980012,0.00009609231,0.0003955898,0.0005162607,0.0005684898,0.0004223811],"domain_scores_gemma":[0.9988688,0.0001095615,0.0001319879,0.0004746645,0.0002077492,0.0002072233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000729417,0.0002820767,0.9883056,0.0000413421,0.0001060648,0.000008385779,0.00008398047,0.000178911,0.006019124,0.00007684965,0.004788268,0.0000364439],"study_design_scores_gemma":[0.002662904,0.0002688961,0.9274496,0.0001181373,0.0001394233,0.00001263883,0.000358702,0.0004379576,0.0006679753,0.0000208636,0.06759936,0.0002635384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98067,0.000006550853,0.000337423,0.01692396,0.0001296623,0.001414248,0.000005284235,0.000284667,0.0002281953],"genre_scores_gemma":[0.9959513,3.254806e-7,0.002733561,0.0002568163,0.0001227606,0.00009919691,0.0003239265,0.00005619221,0.0004559321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0628111,"threshold_uncertainty_score":0.9922268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03767538221536738,"score_gpt":0.2844014367979255,"score_spread":0.2467260545825581,"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."}}