Hepatic hypoxia in donation after circulatory death: Physiology, clinical relevance, and future directions
Bibliographic record
Abstract
Donation after circulatory death (DCD) has increased hepatic graft supply but is plagued by complications that arise from hypoxic injury. There is a lack of understanding regarding donor physiology during DCD and how this contributes to hepatic dysfunction in transplantation. Herein, we outline the current DCD process and the concept of donor warm ischemic time. We then discuss physiologic mechanisms of hepatic blood flow and oxygenation, and how these are relevant to donor warm ischemic time and DCD. We discuss the pathophysiology of hepatic ischemia-reperfusion injury and relevant insights that can be derived from studies of other hepatic conditions. Lastly, we touch on emerging technologies such as machine perfusion. We hope that our review unites concepts of hepatic physiology with DCD practice and enlightens readers to envision novel areas of study in this field.
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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 | 0.000 | 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 | 0.000 |
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".