Possible Non-Mendelian Mechanisms of Thyroid Dysgenesis
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
Most research on the molecular mechanisms of thyroid dysgenesis over the past decade has focussed on the Mendelian mechanisms that may account for the few (5%) cases in which there is an affected relative. This chapter first reviews methodological issues in the imaging techniques used to classify thyroid dysgenesis into its various forms (ectopic thyroid, agenesis, orthotopic hypoplasia and hemiagenesis). It then reviews the evidence that non-Mendelian mechanisms must be involved in the vast majority of cases of this disease, for which the percentage of sporadic cases and of discordance between monozygotic twins exceeds 95%. Among the mechanisms reviewed are early somatic mutations and epigenetic changes in genes involved in thyroid development such as the thyroid transcription factors TTF-1, TTF-2 and PAX-8. The possible role of extrathyroid genes involved in the control of migration of the median thyroid bud during embryogenesis, such as adhesion molecules, and of vascular factors involved in the stabilization of the bilobed structure of the thyroid is also 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 | 0.000 |
| 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