Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
First published in 1993, Clinical Radiology of the Horse rapidly assumed a position of academic preeminence, especially in Europe, supplanting the existing texts on the subject: Dik's Diagnostic Radiology of the Horse: Parts I to III, and Schebitz's Atlas of Radiographic Anatomy of the Horse. But, in the United States and Canada, Clinical Radiology of the Horse remained relatively unknown, due in part to its publisher being European, its authors being relatively unknown, and its price being prohibitively high — especially for veterinary students. Most North American veterinarians seemed content to use a general radiology text such as Thrall's Textbook of Veterinary Diagnostic Radiology, or equine specialty texts, such as Stashak's Lameness in Horses and Auer's Equine Surgery. Largely because of its extravagant pricing, many predicted that Clinical Radiology of the Horse was commercially doomed. But not so, as evidenced by the recently released 2nd edition. Like its predecessor, the 2nd edition Clinical Radiology of the Horse is divided into 13 chapters. The first, General Principles, deals with a variety of subjects including anatomic terminology, radiation safety and protection, film reading strategies, and the pathophysiology of bone and joint disease. Chapters 2 through 12 are organized anatomically and, for the most part, describe normal and abnormal osteology. The final chapter covers special radiographic procedures. Growth plate closure times, radiographic techniques, and a brief glossary are included at the end of the book. The preface has undergone only minor cosmetic changes. The design of the book — in my opinion, its greatest strength — also remains unchanged. Viewing the numerous large (in some cases nearly life-sized), high quality radiographs and many instructive line drawings, I am reminded of an actual teaching file. The single column text (about 12 to 14 words per line) continues to be immensely readable, owing to its ample spacing, highly legible typeface, and generous margins. The captions are for the most part mercifully brief, and the images tastefully and prudently annotated. The paper is premium stock, accounting for the very high quality radiographic reproductions, while the binding and covers are exceptionally durable, as evidenced by my copy of the 1st edition that looks nearly new after 7 years, even though I've used it regularly. The 2nd edition is about 10% larger than the 1st, due mainly to additional radiographs and line drawings. Nearly all of the original text has been retained intact, with new writings simply being appended to old. The impression one gets when comparing both editions, is that as far as the text was concerned, the authors were content with the status quo. Clinical Radiology of the Horse, 2nd edition, represents a unique effort between publisher and authors, resulting in a marvelously informative one-of-a-kind textbook, which has no competitors. But excellence has its price, in this case nearly $400 after taxes, which is about 66 cents a page (extremely high for a veterinary textbook). In addition to price, I have another concern, there are no references (or at least no references in the traditional sense). The authors' use of “Further Reading,” without specific in-text citations troubles me for 2 reasons. First, those whose ideas and labors form the foundation for our present equine radiological knowledge and from whom the authors appear to have borrowed liberally remain anonymous. I believe they deserve better. Second, both current pedagogical and medical practice require that one learn to think critically, especially about outcomes. Unfortunately, this is not possible with an unreferenced text like Clinical Radiology of the Horse, 2nd edition, where opinion and fact are too often inseparable. As a colleague recently reminded me, “Scholarship isn't supposed to be easy.” And finally with respect to any future editions, I recommend that the authors confine their efforts to what they appear to know best, medical imaging, and not dabble in therapeutics. For example, on page 153 when describing angular limb deformities, the authors tentatively conclude, “To correct the condition wedge osteotomy may be considered.” This is far too complex an issue to be dealt with in so trivial a manner.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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 it