Kupffer cells are central to mitigating intravascular infections
Bibliographic record
Abstract
PURPOSE OF REVIEW: Kupffer cells (KCs), the resident liver macrophages, are absolutely critical in immune surveillance and intravascular pathogen eradication. This mini-review highlights KCs' contributions to host protection of intravascular infections. RECENT FINDINGS: KCs, uniquely originated and self-renewing, demonstrate remarkable functional plasticity and trained immunity. KCs are frontline responders in infections: they phagocytose microorganisms but can succumb to certain infections. We highlight some of the recent findings in this regard. SUMMARY: Understanding KCs' complex interactions with diverse pathogens is key to improving treatment modalities in infection. Future research, needs to focus on how certain pathogens evade KCs and how we can aid these macrophages in eradicating microbes. A move towards humanized KC models in vivo and in vitro incorporating key environmental factors such as shear flow and unique sinusoidal components will be essential to unravel their comprehensive roles.
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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".