Status of <I>Rhagoletis</I> (Diptera: Tephritidae) Pests in the NAPPO Countries
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 North American Plant Protection Organization (NAPPO) is an organization comprising plant protection regulatory officials of the three signatory countries: the United States, Canada, and México. NAPPO develops Regional Standards for Phytosanitary Measures (RSPMs) as well as discussion papers on important issues related to plant protection. The Fruit Panel of NAPPO organized a Technical Assistance Group (TAG) to develop a discussion paper on the status of pest species of Rhagoletis (Diptera: Tephritidae) within the NAPPO countries. As regulations are developed to prevent the spread of these pests both within and outside of the NAPPO countries, it was important to understand the pest status of these species. This article reviews the basic biology, host range, distribution, potential to spread, management, and regulatory status of pest species of Rhagoletis within the NAPPO countries.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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