Echocardiographic Detection of Intracardiac Thrombi Complicating Ventriculo-Atrial Shunt
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Right atrial thrombi are rare but serious complications of ventriculoatrial (VA) shunts. Two hydrocephalic patients who received a VA shunt developed thromboembolic complications. The initial manifestation was malfunction of the distal end of the shunt and right heart failure. Bidimensional echocardiography demonstrated an intracardiac mass on the distal intra-auricular end of the shunt. Pulmonary scan showed multiple emboli even in the asymptomatic patient. This demonstrates the important role of bidimensional echography as a noninvasive diagnostic technique for this particular complication of a VA shunt. Medical and surgical treatment modalities are discussed.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| 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