Activated Protein C: An Emerging Therapeutic Agent in the Prevention of Ischemia-Reperfusion Injury
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
Free flap necrosis continues to be a significant problem in microvascular surgery. Despite improved microsurgical techniques and equipment, flap loss remains the major operative complication. Although ischemia-induced reperfusion injury remains a significant etiologic factor in flap loss, there is continued interest in endothelial mechanisms that regulate microvascular injury and thrombosis. In recent years, activated protein C (APC) has emerged as a promising therapy in counteracting microcirculatory injury. APC is an anticoagulant that is also involved in signaling pathways that modulate inflammation, apoptosis, and vascular permeability. This article presents the mechanism of action of APC and the benefits of this therapeutic agent, including a possible role in the prevention of free flap ischemia-reperfusion injury.
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) | 0.003 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it