Microvillous Inclusion Disease: Report of a Case with Atypical Features
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
Microvillous inclusion disease is a rare lethal disorder characterized by intractable, severe, watery diarrhea beginning in early infancy. The underlying defect is thought to be an autosomal recessive genetic abnormality resulting in defective brush-border assembly and differentiation. Normally, this diagnosis is easily established through the electron microscopic demonstration of characteristic microvilli-lined inclusions lying within the apical cytoplasm of surface enterocytes. In a small number of patients appearing to have microvillous inclusion disease it has not proven possible to demonstrate the typical inclusions. The existence of another entity, termed intestinal microvillous dystrophy, has been proposed to account for such occurrences. This assertion was founded in large part upon the observation that the few subjects studied all displayed a slightly atypical clinical presentation. The case now being presented exhibited the morphologic features ascribed to intestinal microvillous dystrophy but had a clinical presentation that was entirely typical of microvillous inclusion disease. It serves thus to conceptually unite intestinal microvillous dystrophy with microvillous inclusion disease.
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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) | 0.000 | 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