Genetic Variants in Nonclassical Major Histocompatibility Complex Class I Human Leukocyte Antigen (HLA)–E and HLA‐G Molecules Are Associated with Susceptibility to Heterosexual Acquisition of HIV‐1
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
Human leukocyte antigen (HLA)-E and HLA-G molecules act as powerful modulators of the innate immune response. The present study shows that the HLA-E(G) genetic variant (the HLA-E*0103 allele) alone is significantly (P = .001) associated with a 4.0-fold decreased risk of human immunodeficiency virus 1 (HIV-1) infection in Zimbabwean women. Furthermore, women carrying the combination of the protective HLA-E(G) homozygote and HLA-G*0105N heterozygote genotypes had a 12.5-fold decreased risk of HIV-1 infection (P = .03), compared with women carrying neither genotype. These associations remained significant after adjustment was made for other significant sociodemographic risk factors for HIV prevalence in this population. In conclusion, HLA-E and HLA-G polymorphisms can independently and synergistically influence susceptibility to heterosexual acquisition of HIV-1.
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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 | 0.001 | 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