The Role of Thyroid Hormones for Brain Development and Cognitive Function
Why this work is in the frame
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Bibliographic record
Abstract
Through its actions on regulatory genes that form, grow and sculpt the brain, thyroid hormone (TH) is essential for human brain development. Although much of what we know about these effects is based on research with rodents, recent studies of children exposed to TH insufficiencies during critical stages of early development provide preliminary evidence on how and when the human brain needs TH. This paper reviews some of the major studies from both the rodent research and research on offspring of women with hypothyroidism during pregnancy and children with congenital hypothyroidism (CH) who were assessed using neuropsychological tests and with advanced neuroimaging techniques. The final section will compare findings from children lacking TH due to maternal hypothyroidism and CH conditions, whose loss of TH at different times represents unique time windows for examining TH effects in the human brain.
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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