The Role of Autophagy in Respiratory Complications of COVID-19
Bibliographic record
Abstract
Background: The rapid spreading of corona virus disease 2019 (COVID-19) worldwide results in pneumonia and acute respiratory distress syndrome in many patients, which can be the major cause of death in cases with COVID-19. It has been reported that chloroquine (CQ) has improved COVID-19-induced pneumonia in clinical trials. Objectives: Since CQ and its derivatives are proved to exhibit anti-autophagy properties based on previous studies, autophagy can be introduced as a possible mechanism of respiratory complications. Methods: In the current study, we reviewed papers of Google Scholar database with no time limitation. Results: It was revealed that autophagy has an important role in the manifestation of COVID-19 respiratory complications Conclusions: Autophagy is triggered by SARS-CoV2 virus for its replication and autophagy inhibitory treatments might be considered promising therapeutics.
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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 | 0.001 | 0.001 |
| 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".