Harmonizing the regulation of invertebrate biological control agents in the EPPO region: using the NAPPO region as a model
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
Harmonized regulation of invertebrate biological control agents (IBCAs) is a major challenge for the 51 countries of the European and Mediterranean Plant Protection Organization (EPPO). Although some of these member countries in the EPPO region have well‐defined regulations and follow a common approach, others do not. The North American Plant Protection Organization (NAPPO) has achieved a common approach in North America through the development of Regional Standards for Phytosanitary Measures specific to IBCAs that outline the information required for submission of a request to release an agent. NAPPO has also developed a process to ensure that submissions are reviewed by experts and regulatory officials in all three member countries. It is proposed that EPPO takes advantage of the experience of NAPPO in developing a harmonized approach for regulating IBCAs.
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 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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