Bibliographic record
Abstract
Blackwell’s Five-minute Veterinary Consult — Ruminant is a comprehensive, well-organized, and readable text. The book is edited by a respected author and has three consulting editors and over two hundred contributors from around the world. The book has two tables for the contents; the first one provides an alphabetical list of frequently encountered clinical signs and recognized diseases. The second table of contents (contents by subject) contains twenty entities. Those include an entity for each body system disease in addition to camelid and neonatal diseases, diagnostics, emerging animal diseases, immune function, management, milking systems, non-traditional species, nutritional diseases, parasitology, and toxicology. The text for each clinical sign, disease, or topic comprises six main headings (basics, diagnosis, treatment, medications, follow-up, and miscellaneous) and several sub-headings. This style is consistent, where applicable, throughout the book. The book concludes with two appendices about cleaning and disinfection, and client communication. This book is not intended for in-depth reading about diseases or conditions; however, it provides well-organized knowledge in a point format. This format is easy to follow and focuses on relevant aspects for each topic. The text is not referenced; however, a list of suggested reading is provided. This is inconvenient for readers that would like to trace back or follow up on certain information. The book is accompanied by a CD that includes an additional 175 topics covering management, husbandry, reproduction, and diagnostics; most of which are interesting and informative to food animal and ruminant practitioners. This book is highly recommended for veterinary students, practitioners, and perhaps veterinary technicians and dedicated clients. It is a very good quick-reference resource that will save lots of time for readers that are looking for a practical overview of important diseases and topics in ruminant practice.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.809 | 0.455 |
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".