Role of DAP12 in Innate and Adaptive Immune Responses
Bibliographic record
Abstract
DAP12 is a novel immunoreceptor tyrosine-based activation motifs (ITAM)-bearing transmembrane adapter molecule. This molecule, together with its partner receptor complex molecules including the killer cell activating receptors (KARs), myeloid DAP12 associating lectin-1 (MDL-1), triggering receptor expressed on myeloid cells 1/2/3 (TREM-1, TREM-2, TREM-3), and signal regulatory protein beta1 (SIRPbeta1), are expressed on the surface of NK and myeloid cells including antigen presenting cells. While the function of DAP12 and its associating molecules has just begun to be unveiled, emerging evidence suggests that these molecules play an important role in both innate and adaptive immune responses. In this review, we intend to provide an overview on what have been known and are still unknown to date about the function of these molecules based on the observations made by us and others.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".