OOBIUS AGRILI (HYMENTOPTERA: ENCYRTIDAE), A SOLITARY EGG PARASITOID OF EMERALD ASH BORER FROM CHINA
Bibliographic record
Abstract
Agrilus planipennis Fairmaire, a buprestid native to Asia, was identifi ed in 2002 as the causal agent of ash (Fraxinus spp.) decline and mortality in Michigan and Ontario. Since then, infestations have been found in Ohio, Indiana, Maryland, Virginia, and Illinois. Efforts to contain and eradicate this pest in North America are proving diffi cult due to the size of the infestation and lack of effective detection and control methods. As managers shift from a policy of eradication to one of management, biological control may become an increasingly important method of controlling and slowing the spread of A. planipennis. With few natural enemies attacking this aggressive buprestid in North America, our research expanded to China where two new parasitoid species, Tetrastichus planipennisi Yang (Hymenoptera: Eulophidae) Tetrastichus planipennisi Yang (Hymenoptera: Eulophidae) Tetrastichus planipennisi and Oobius agrili Zhang and Huang (Hymenoptera: Encyrtidae), were found attacking Oobius agrili Zhang and Huang (Hymenoptera: Encyrtidae), were found attacking Oobius agrili A.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".