Trends in Animal Use and Animal Alternatives
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
The Third World Congress (1999, Bologna) celebrated the fortieth anniversary of the publication of Russell & Burch's The Principles of Humane Experimental Technique. There was the general notion that the Three Rs offer a unifying concept that contributes to a progressive reduction and refinement in animal use without compromising the quality of research, human health or the protection of the environment. The Bologna Three Rs Declaration was accepted unanimously, calling upon all parties involved to incorporate the Three Rs into animal-based research. The question is raised, what progress has been made and, in particular, what are the developments in animal use and in the implementation of validated alternative methods. For the present contribution, we requested colleagues from European countries, Canada and the United States to provide information on the numbers of animals currently used for scientific purposes, on the development and implementation of alternative methods and on future perspectives about the issues. Based on the results of this survey, the conclusion is reached that legislative regulations are widely implemented and have become rather strict during the last decade. An exception here is the legislative regulation for rats, mice and birds in the USA. These species are not (yet) protected by the US Animal Welfare Act. The number of animals used has decreased considerably, and the review of protocols by animal ethics committees has become a significant trend. In all countries, there is growing support for the Three Rs concept.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it