Type I interferons drive the maturation of human DC3s with a distinct costimulatory profile characterized by high GITRL
Bibliographic record
Abstract
monocytes, characterized by high expression of MHCII, Fc receptors, and components of the phagocyte NADPH oxidase. IFN-β induced a shared core response in human DC and monocyte subsets as well as subset-specific responses, including differential expression of costimulatory molecules. Gene regulatory network analysis suggests that upon IFN-β stimulation NFKB1 drives DC3s to acquire a maturation program shared with DC2s. Accordingly, inhibition of NF-κB activation prevented the acquisition of a mature phenotype by DC3s upon IFN-β exposure. Collectively, this study provides insight into the cell type-specific response of human DC and monocyte subsets to IFN-I and highlights the distinct costimulatory potential of DC3s.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".