Fifteen-year follow-up of thyroid status in adults with Down syndrome
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
BACKGROUND: The natural history of thyroid function in adults with Down syndrome is relatively unknown with limited long-term follow-up data. METHOD: This study investigated annual thyroid function tests in 200 adults with Down syndrome over a 15-year period. RESULTS: For healthy adults with Down syndrome there is a gradual increase in thyroxine and possible gradual decline in thyroid-stimulating hormone with age. The 15-year incidence for definite hypothyroidism remains low and subclinical hypothyroidism is not a precursor for the onset of definite hypothyroidism. CONCLUSIONS: The incidence of thyroid dysfunction is markedly less than would be expected from prevalence studies. Subclinical hypothyroidism is not necessarily a precursor to definite hypothyroidism. Prevalence studies have overstated the association between thyroid dysfunction and Down syndrome. Routine screening for adults with Down syndrome who are euthyroid can be reduced to every 5 years rather than the 1-2 years, as is the present policy.
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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 | 0.006 | 0.019 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.016 | 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