Oral fluconazole is often used during pregnancy in the treatment of vulvovaginal candidiasis despite safety concerns to the fetus
Bibliographic record
Abstract
Commentary on : Mogaard-Nielson D, Svanstrom H, Melbye M, et al. Association oral fluconazole during pregnancy and risk of spontaneous abortion and stillbirth. JAMA 2016;315:58–67.[OpenUrl][1][CrossRef][2][PubMed][3] According to the authors of this study, 1 in 10 pregnant women will have acquired vulvovaginal candidiasis (VVC), and 75% of women are affected by this infection at least once in their lifetime.1 Pregnancy predisposes women to VVC, and topical azoles are … [1]: {openurl}?query=rft.jtitle%253DJAMA%26rft.volume%253D315%26rft.spage%253D58%26rft_id%253Dinfo%253Adoi%252F10.1001%252Fjama.2015.17844%26rft_id%253Dinfo%253Apmid%252F26746458%26rft.genre%253Darticle%26rft_val_fmt%253Dinfo%253Aofi%252Ffmt%253Akev%253Amtx%253Ajournal%26ctx_ver%253DZ39.88-2004%26url_ver%253DZ39.88-2004%26url_ctx_fmt%253Dinfo%253Aofi%252Ffmt%253Akev%253Amtx%253Actx [2]: /lookup/external-ref?access_num=10.1001/jama.2015.17844&link_type=DOI [3]: /lookup/external-ref?access_num=26746458&link_type=MED&atom=%2Febnurs%2F19%2F4%2F112.atom
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.
How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".