Moderated Posters: Congenital heart diseaseP374Classic-pattern dyssynchrony in adult patients with a Fontan circulationP375Outcome of pregnancy in patients with coarctation of aortaP376Diffuse myocardial fibrosis is not associated with decreased contractility: a magnetic resonance T1 mapping and feature tracking studyP377Cardiovascular abnormalities in patients with osteogenesis imperfecta: case-control studyP378Serial assessment of left ventricular systolic function by speckle tracking in patients with coarctation of the aorta undergoing stentingP379Longitudinal function and ventricular dyssynchrony are restored in children with pulmonary stenosis after percutaneous balloon pulmonary valvuloplastyP380Evaluation of the relationship between ventricular end-diastolic pressure and echocardiographic measures of cardiac function in adults with a Fontan circulationP381Right ventricular remodelling after percutaneaous pulmonary valve replacement in corrected tetralogy of Fallot with severe pulmonary regurgitation.Time matters
Bibliographic record
Abstract
Background: Fontan palliation has contributed to a growing adult population with univentricular hearts (UVH). However, patients with UVH often suffer from progressive heart failure and arrhythmias leading to transplantation or death. Some previous studies on children have suggested the presence of dyssynchrony in different UVH morphologies. Purpose: Since cardiac resynchronization therapy (CRT) might be an effective treatment in carefully selected patients, we investigated the presence of classic-pattern dyssynchrony (CPD) and its relation to increased QRS duration and association with systolic and diastolic dysfunction. Methods: In a retrospective cross-sectional study, we investigated 101 adult patients with Fontan circulation. By post-processing a short axis and long-axis 2D images we generated strain curves that were visually assessed for the presence of early and late activated deformation, if the typical activation pattern was present patients were assigned to CPD group. Peak systolic strain, diastolic strain-rate (SR), and mean tissue velocities were automatically extracted from the strain- and displacement curves. Cardiac ultrasound images of 99 age- and gender matched control subjects were analyzed in the same way.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 0.001 |
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".