Protection of honeybees and other pollinators: one global study
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
Insect populations are declining globally. Most crops rely on insect pollination, putting food security at risk. Honeybees are important pollinators and have been used widely in public awareness campaigns. This study surveyed countries about the status of their pollinators and programmes for monitoring and management. Responses were received from 273 persons from 108 countries. Apis mellifera was reported by nearly all countries. Many countries (72%) routinely collect honeybee data, and populations are stable or increasing (77% of countries). Other pollinators receive less attention, although their populations are dwindling in most (70%) countries. Conservation and protection are more commonly practiced for honeybees. Most threats, such as habitat loss and pesticides, are shared by all pollinators. Therefore, conservation measures to decrease these threats would be efficient, provided that competition among species is avoided. Monitoring of pollinator populations should be increased.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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