Future considerations for dendritic cell immunotherapy against chronic viral infections
Bibliographic record
Abstract
Dendritic cells (DCs) are multifunctional cells that are pivotal in immune defense. As such they have been explored as vaccine carriers, largely in cancer immunotherapy and against some infectious diseases including HIV and viral hepatitis. However, while the use of DCs as vaccine carrier has shown some promise in cancer immunotherapy, this approach is laborious and is subject to strict quality control, which makes it expensive. Furthermore, in some individuals chronically infected with HIV, HCV and/or HBV the numbers of circulating DCs are reduced and/or their functions impaired. In vivo expansion and mobilization of DCs with Flt3L in combination with antigen and/or adjuvant targeting to critical DC receptors may be a more effective approach to control viral replication in chronically infected HIV, HBV and/or HCV patients than current DC immunotherapy approaches.
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.009 | 0.005 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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; both teacher heads agree on what is shown here.
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".