Bibliographic record
Abstract
In the sheep, it is possible to cannulate several of the lymphatics that drain the peritoneal cavity and assess lymphatic drainage of this serous space directly. Indwelling catheters were placed in the caudal mediastinal and thoracic ducts. The right lymph duct could not be cannulated. Lymphatic drainage of the peritoneal cavity based on the movement of 125I-albumin from the cavity into the lymph compartments was not affected by the osmolality of the dialysate but was markedly altered by anesthesia. In addition, lymphatic drainage was assessed from the disappearance of instilled 125I-albumin from the peritoneal cavity and from the appearance of intraperitoneally administered 125I-albumin in the bloodstream and compared with data from the cannulated preparations. Lymph flows derived from tracer movement into the cannulated lymph compartments and from the appearance of tracer in the bloodstream were very similar. However, calculations of lymph flows based on the disappearance of tracer from the peritoneal cavity appeared to overestimate lymphatic drainage.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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 source (direct Gemma or distilled Codex), 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".