Abdominal ultrasonography of the normal<scp>S</scp>t.<scp>K</scp>itts vervet monkey (<i><scp>C</scp>hlorocebus sabaeus</i>)
Bibliographic record
Abstract
BACKGROUND: Normal ultrasonography of non-reproductive abdominal and male reproductive anatomy in the vervet monkey were prospectively assessed. This has not been previously reported. METHODS: Ten non-sexually active male and 10 non-gravid female clinically healthy vervet monkeys between 5 and 12 years of age and weighing between 3.13 and 6.85 kg were evaluated with ultrasound. Individuals were randomly divided by gender groups into one of two immobilization protocols and scanned at 18.0 MHz. RESULTS: High-quality images of the liver, gallbladder, kidneys, urinary bladder, spleen, adrenal glands, gastrointestinal tract, and testes were acquired. The prostate was never visualized. Abdominal lymph nodes other than an ileocolic, the pancreas, and the female reproductive tract were not evaluated. Gastric and duodenal motility were significantly different between immobilization protocols (P<0.05). CONCLUSIONS: Abdominal sonographic anatomy was successfully characterized and normal size parameters for non-reproductive abdominal viscera and the testes were established.
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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 | 0.000 | 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) | 0.001 | 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".