Research on the Impact of Thyroid Disorders on Reproductive Function: A Narrative Review
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
Infertility, characterized by the failure to achieve clinical pregnancy after 12 months or more of regular unprotected sexual intercourse, has emerged as a substantial global reproductive health challenge. According to recent epidemiological studies, this condition affects approximately 15-20% of couples within the reproductive age group worldwide. Notably, thyroid dysfunction has been identified as a significant contributing factor, being present in 5-10% of infertile couples. Although the well-established association between thyroid dysfunction and human infertility has been extensively documented in the literature, the precise underlying mechanisms remain incompletely understood and continue to be a subject of ongoing scientific investigation. In this review, we comprehensively examine the current literature regarding the impact of abnormal thyroid function on reproductive health and explore potential therapeutic interventions for thyroid dysfunction-associated infertility. This analysis aims to identify promising research directions and advance treatment strategies for managing infertility related to thyroid disorders.
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 | 0.086 | 0.198 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.006 | 0.003 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.014 |
| Insufficient payload (model declined to judge) | 0.002 | 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