The Role of Serpin and Cystatin Antiproteases in Mucosal Innate Immunity and their Defense against <scp>HIV</scp>
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
Antiproteases play diverse roles in nature, from regulating protease activity to innate defense against microorganisms. Recently, antiproteases have been shown to play important roles in HIV pathogenesis including, inhibiting HIV binding and replication and reducing activation and inflammation of susceptible cells. They have also been implicated as one of the initial host responders, in plasma, to control replication of HIV. More recently, antiproteases expressed at the mucosal surface have been linked to reduced susceptibility to HIV infection in HIV-exposed sero-negative individuals. These factors are expressed in the epithelial layer of the female genital tract, thus at the frontline of defense against mucosal infection. This review focuses on the specific antimicrobial roles of antiproteases, focusing on serpins and cystatins, with an emphasis on their known and potential roles in HIV infection. Their potential as therapeutic interventions to combat HIV is also discussed.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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