Surgery of the bovine rumen
Bibliographic record
Abstract
Rumenotomy and rumenostomy are commonly performed surgical procedures in cattle to relieve a variety of conditions affecting the bovine forestomachs, including hardware disease, foreign body ingestion, choke, and bloat. The location of the rumen against the left body wall makes it a convenient access point for proximal GI structures in the bovid, including the reticulum, the reticulo-omasal orifice, and the rumen itself. Although rumen surgery is commonly performed by veterinarians in both referral settings and in the field, few studies have focused on surgery of the rumen. In particular, long-term outcomes of rumen surgery in cattle have not been examined. The last retrospective study on rumen surgery, published in 1950, suggested a short-term success rate of 35/50 (70%), with 12/50 (24%) of animals dying within one month of the surgical procedure. The primary objectives of this study were to evaluate indications and outcomes (both short- and long-term) of rumenotomy and rumenostomy in cattle.
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.
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 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".