Malignant Rheumatic Heart Disease Presenting as Quadrivalvular Stenosis
Bibliographic record
Abstract
Rheumatic disease may involve the pulmonary valve, but is exceedingly rare. Simultaneous involvement of all four valves is more likely to be the result of combination of causes, such as congenital, rheumatic, infective or degenerative disease. A unitary cause for quadrivalvular involvement would be either rheumatic or myxomatous degeneration. A 16-year-old young boy presented with progressive exertional dyspnea for the past 3 years. On evaluation, he was in atrial fibrillation with congestive heart failure. On examination, evidence of stenosis of the mitral, aortic and tricuspid valves with a history of rheumatic fever in childhood was revealed. Transthoracic echocardiography showed the quadrivalvular involvement. Only few reports are available in the literature describing rheumatic quadrivalvar damage and that too in third and fourth decade. This is probably first to be reported in juvenile age group.
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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 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".