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
The liver stands in a unique position between the gastrointestinal tract and systemic venous system. Its constant exposure to food antigens, bacterial products and potential pathogens through the mesenteric circulation, requires the liver to maintain tolerogenic capabilities while preserving the means to mount effective immune responses. The liver has the unique ability amongst solid organs, to activate naïve CD8+ T lymphocytes in an antigen-specific manner. However, this activation can be inefficient and lead to apoptosis. This phenomenon is believed to be involved in both, the development of oral tolerance and the induction of tolerance in liver allografts. The liver is the target of both autoimmune diseases and of chronic viral infections and its unique tolerogenic environment has frequently been suggested as a factor in the development of these diseases. A better grasp of the liver's unique immunological processes would lead to a better understanding of immune tolerance mechanisms and their role in the development of autoimmune diseases and chronic viral infections.
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 | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.002 | 0.003 |
| 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 | 0.001 |
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