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
BACKGROUND: The host response to inflammatory stimuli in the peritoneal cavity consists of coordinated interactions of physical factors, cells, and soluble mediator molecules. Following infection, this is characterized by rapid eradication of large numbers of bacteria via the diaphragmatic lymphatics, clearance of bacteria through phagocytosis and intracellular killing, and, finally, sequestration of residual bacteria by inflammatory fibrinous exudate. Increasingly, surgical infections and major operations with the potential for postoperative infection are being managed laparoscopically, with CO(2) insufflation. The effects of CO(2) on intraperitoneal host defenses are still being defined. METHODS: Review of the pertinent literature and results from our laboratory. RESULTS: Exposure of peritoneal macrophages in vitro to CO(2) causes intracellular acidification, which in turn suppresses production of tumor necrosis factor (TNF) in response to exposure to lipopolysaccharide (LPS). In comparison, neither room air nor helium had any effect on cytosolic pH or the peritoneal macrophage response to LPS. Insufflation of CO(2) into the preperitoneal space in vivo caused similar peritoneal lining acidosis and reduced TNF production compared with insufflation of helium. CONCLUSION: CO(2) pneumoperitoneum created during laparoscopy appears to exert immunosuppressive effects through its ability to acidify the intracellular compartment of inflammatory cells. This may contribute to the improved recovery in patients undergoing laparoscopic surgery.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 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