Inflammation et régénération musculaire
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
Muscle injuries are very frequent and are associated with an inflammatory reaction that varies in intensity. Classically the inflammatory process was considered harmful for muscle regeneration and anti-inflammatory agents are still part of a conventional therapy. Over the last decades, it has been demonstrated under some conditions that the inflammatory response could be detrimental for the musculoskeletal tissue. However, accumulating evidence indicate that controlled and efficient inflammatory response is necessary for an optimal muscle recovery. Among the resident and infiltrating leukocytes that participate into the inflammatory process, macrophages play a critical role in muscle regeneration due to their ability to switch from pro-inflammatory to anti-inflammatory phenotypes depending on their microenvironment. The present review synthesizes the recent advances regarding the interactions of the different infiltrating and resident leukocytes on myogenic cell function and muscle regeneration.
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 | 0.001 | 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 | 0.000 |
| 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 it