Therapeutic Approach of Fetal Thyroid Disorders
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
Recent advances in fetal imaging techniques and fetal hormonology allow the identification in the fetus of thyroid function disorders that can potentially be treated in utero by giving drugs to the mother. In women with Graves' disease (when fetal hyperthyroidism is present), it can generally be treated in a noninvasive way by optimizing treatment of the mother. For goitrous nonimmune fetal hypothyroidism leading to hydramnios, intra-amniotic injections of thyroxine have been reported to decrease the size of the fetal thyroid. Experience with such a procedure is limited and the risk of provoking premature labor or infections should be carefully evaluated. Thus, follow-up of the efficacy and the possible long-term undesired consequences of medical interventions administered to the fetus are of great importance. Such interventions should only be performed by specialized teams with extensive experience in perinatal care.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| 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