Mucosal Integrity Factors Are Perturbed during Bacterial Vaginosis: A Proteomic Analysis
Bibliographic record
Abstract
Methods: HSV2 prevalence at enrollment and incidence at 24 months on study were determined by validated western blot assay.HIV-1 testing occurred at specified intervals and RNA PCR was used to confirm HIV-1 infection.Multivariate logistic regression modeling was used to investigate associations.Results: HSV2 prevalence at enrollment was 31% (248/798; 95% CI 28-34%); prevalence of HSV2 was significantly higher in women (49%) than in men (16%); p < 0.001.Prevalence increased with age for both genders, with 45% of men and 75% of women 27 years or older infected.Prevalence varied by site, but not by circumcision status after adjustment for age.HSV2 incidence at 24 months was
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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".