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) play a key role in immunity by recognizing and presenting antigens. Cytokines and cytokine-activated transcription factors are fundamental in the regulation of the DC differentiation and their functions. While the role of STAT3 in DC development is well established, the function of STAT5 in DC has yet to be fully elucidated. A recent study published in Nature Immunology by Bell et al., using the DC-specific deletion of Stat5, demonstrated the importance of STAT5 in the induction of a Th2 response in DC. As the activation of this transcription factor is not required for the induction of a Th1 response, the authors further investigated the role STAT5 in the signaling to thymic stromal lymphopoietin (TSLP), a cytokine known to be important for type 2 inflammatory responses. Their results demonstrate the importance of STAT5 activation during TLSP-induced Th2 responses and suggest that DC are a key TLSP target.
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 | 0.000 | 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) | 0.003 | 0.003 |
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