Cardiac Structure and Function in Heart Failure With Preserved Ejection Fraction
Bibliographic record
Abstract
BACKGROUND: Abnormalities in cardiac structure and function in heart failure with preserved ejection fraction may help identify patients at particularly high risk for cardiovascular morbidity and mortality. METHODS AND RESULTS: Cardiac structure and function were assessed by echocardiography in a blinded core laboratory at baseline in 935 patients with heart failure with preserved ejection fraction (left ventricular ejection fraction ≥45%) enrolled in the Treatment of Preserved Cardiac Function Heart Failure with an Aldosterone Antagonist (TOPCAT) trial and related to the primary composite outcome of cardiovascular death, heart failure hospitalization, or aborted cardiac arrest, and its components. At a median follow-up of 2.9 years, 244 patients experienced the primary outcome. Left ventricular hypertrophy (adjusted hazard ratio, 1.52; 95% confidence interval, 1.16-2.00), elevated left ventricular filling pressure (E/E'; adjusted hazard ratio 1.05 per 1 integer increase; 95% confidence interval, 1.02-1.07), and higher pulmonary artery pressure assessed by the tricuspid regurgitation velocity (hazard ratio, 1.23 per 0.5 m/s increase; 95% confidence interval, 1.02-1.49) were associated with the composite outcome and heart failure hospitalization alone after adjusting for clinical and laboratory variables. The risk of adverse outcome associated with left ventricular hypertrophy was additive to the risk associated with elevated E/E'. CONCLUSIONS: Among heart failure with preserved ejection fraction patients enrolled in TOPCAT, left ventricular hypertrophy, higher left ventricular filling pressure, and higher pulmonary artery pressure were predictive of heart failure hospitalization, cardiovascular death, or aborted cardiac arrest independent of clinical and laboratory predictors. These features, both alone and in combination, identify heart failure with preserved ejection fraction patients at particularly high risk for cardiovascular morbidity and mortality. CLINICAL TRIAL REGISTRATION URL: http://www.clinicaltrials.gov. Unique identifier: NCT00094302.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".