Dendritic cell defects in primary immunodeficiency disorders
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
Dendritic cells (DC) are professional antigen-presenting cells that play a key role in linking the innate and adaptive arms of the immune system. In vitro, DC perform critical functions such as antigen uptake and processing, priming of naïve T cells and production of cytokines to regulate other immune cells. In vivo experimental systems support a central role for DC in inducing protective immune responses but the effect of DC deficiency in existing whole animal models is smaller than would be predicted. Studies of human primary immunodeficiency disorders (PID) have significantly advanced our understanding of the development and function of other immune cells and provide some important information about DC. Although only a small number of rare monogenic PID that cause DC deficiency have been described to date, impaired DC function forms part of the immunophenotype of several PID and is likely to contribute to clinical presentation. This review focuses on what is known so far about the role of DC in PID and what implications this has for basic DC biology.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.000 | 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 | 0.001 |
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 it