Proliferative Peritonitis With Larval and Cystic Parasitic Stages in a Dog
Bibliographic record
Abstract
A six year old Labrador mix dog, born in Spain, was imported to Germany in young age. After a period of vague abdominal pain and negative laboratory results, the dog was referred to a local veterinary clinic for laparotomy, where the tentative diagnosis of echinococcus alveolaris was made and the dog was euthanized. At necropsy, many cystic structures and a massive proliferative peritonitis were visible. Furthermore a few solid larval cestodal stages were found in the peritoneal and chest cavity. Histological the cysts contained a small eosinophillic tegument, a cell poor stroma, basophilic somatic nuclei and a variable amount of amorphous bodies. The solid cestodes exhibited a quite similar composition with neither scolices nor any head structures. Histological features of the parasitic stages resembled cysts and asexual stages of Sparganum proliferum. Distinctions to other larval cestode infestations in body cavities were discussed.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.002 | 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".