Las políticas de inmigración en Europa
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
The vast majority of lungs used in clinical transplantation are donated after brain death (DBD). The utilization of DBD lungs is low due to brain death-induced lung injury. Moreover, inflammatory responses in DBD lungs used for transplantation contribute to ischemia-reperfusion injury and primary graft dysfunction. Work from human observational studies has demonstrated overexpression of cytokines, activation of endothelial cells, and cell death in DBD lungs, are associated with the activation of signaling pathways. Animal models have characterized the pulmonary injury induced by brain death and identified potential strategies to improve donor management. Interestingly, transcriptomic studies comparing DBD and donated after circulatory death (DCD) lungs have found that inflammatory responses are elevated in DBD lungs, while cell death pathways are elevated in DCD lungs. Development of the ex vivo lung perfusion technique, has made it possible to assess donor lungs using inflammation and cell death biomarkers. In the future, identification of potential therapeutic targets and development of novel treatments strategies may allow for lung repair during EVLP prior to transplantation.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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