The affirmative response of the innate immune system to apoptotic cells
Bibliographic record
Abstract
Growing evidence exists for a new role for apoptotic cell recognition and clearance in immune homeostasis. Apoptotic cells at all stages, irrespective of membrane integrity, elicit a signature set of signaling events in responding phagocytes, both professional and non-professional. These signaling events are initiated by receptor-mediated recognition of apoptotic determinants, independently of species, cell type, or apoptotic stimulus. We propose that the ability of phagocytes to respond to apoptotic targets with a characteristic set of signaling events comprises a second distinct dimension of innate immunity, as opposed to the traditional innate discrimination of self vs. non-self. We further propose that a loss or abnormality of the signaling events elicited by apoptotic cells, as distinct from the actual clearance of those cells, may predispose to autoimmunity.
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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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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 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".