Cooperation between CD4 T helper cells is required for the generation of alloantigen‐specific, IFN‐γ‐producing human CD4 T cells
Bibliographic record
Abstract
We have used MLR to assess the cell interactions that enable human PBL stimulated with irradiated, allogeneic PBL to give rise to allospecific, IFN-gamma-producing CD4 T cells. We were able to generate alloantigen-specific, IFN-gamma-producing T cells from peripheral blood. The responder and stimulator cell numbers required for the optimal generation of such cells, enumerated using an enzyme-linked immunospot assay, were separately determined for various combinations of responders and stimulators. The number of antigen-specific, IFN-gamma-producing cells generated per 10(6) responder cells, seeded at the initiation of culture, is critically dependent on the density of the responder cells, with minimal generation of IFN-gamma-producing T cells at low responder densities. These and further observations with fractionated responding PBL show that CD4 T-cell/CD4 T-cell interactions, which are completely independent of CD8() T cells, are necessary for the in vitro generation of alloantigen-specific, IFN-gamma-producing CD4 T cells.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| 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 | 0.001 | 0.001 |
| 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".