Establishing a Three Rs Programme at the Canadian Council on Animal Care
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 anniversary of the Fund for the Replacement of Animals in Medical Experiments (FRAME) provides an opportunity to celebrate the Charity's achievements over the past 40 years, and in particular, its contribution to the international acceptance of the Three Rs as the basis of an ethic for animal experimentation, and its role as a leader in the implementation of the Three Rs in the life sciences. The Canadian Council on Animal Care (CCAC) has based its work on the Three Rs, especially since the establishment of its fundamental CCAC Policy Statement on the Ethics of Animal Investigation (1989). Following recommendations from the evaluation of its programmes by external committees established by the national granting agencies, the CCAC recently launched a Three Rs Program. This programme will build on the work of FRAME and other similar Three Rs organisations, to further the promotion and implementation of the Three Rs in Canadian science.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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