A tale of two MADs: a case series
Why this work is in the frame
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Bibliographic record
Abstract
Background: Mitral annular disjunction (MAD), consisting in a systolic separation between the posterior atrial wall-leaflet junction and the basal left ventricular wall, is a disputed imaging entity. MAD was initially associated with sudden cardiac death and ventricular arrhythmias in patients with mitral valve prolapse, whereas in more recent studies, it has been presented as a normal variant of the mitral annulus. Case summary: In the present series of two cases, we show a case featuring a young woman with syncope that showed a microscopic MAD on echocardiography but, after a thorough multimodality assessment, was diagnosed with a coronary anomaly responsible for her presentation. In the second case, a young man presenting with aborted sudden cardiac death was found to have a macroscopic MAD in the context of mitral valve prolapse with numerous high-risk arrhythmic features. Discussion: The need for assessing the diverse significance of MAD in the clinical and imaging context of each patient is underscored. Assessment of MAD should be complemented by other imaging and clinical parameters: the circumferential and longitudinal extent of MAD, the presence of repolarization abnormalities or ventricular arrhythmias, bi-leaflet prolapse, systolic curling, the Pickelhaube sign, left heart remodelling, and the presence of myocardial fibrosis, among others.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it