Experimental Animal Use in Turkey: A Comparison with Other Countries
Why this work is in the frame
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Bibliographic record
Abstract
The legal structure that governs animal use in Turkey is in line with that of the European Union (EU). In 2004, legislation on the use of animals for experimental and other scientific purposes was established in Turkey for the first time. The present study aimed to compare the data on experimental animal use in Turkey (during the period 2008-2017) with similar reports from selected countries (the United States, Australia, Canada and the EU). In Turkey, a total of 2,104,828 animals were used for experimental and other scientific purposes during 2008-2017. Of the animals used, 758,887 were fish (36%), 433,417 rats (21%), 302,512 birds other than quail (14%) and 285,531 mice (13%). According to a breakdown by purpose for use, in Turkey during 2009-2017, out of a total number of 1,955,307 animals used, 56% were for fundamental biological studies, with a high proportion used for research on animal disease. Compared with the other countries, fewer animals were used in Turkey although the national trend seems to indicate that the number is fluctuating. Further studies are required to uncover the reasons behind this reduced animal use in Turkey, as compared to other countries.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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