Stable Fly (Diptera: Muscidae)—Biology, Management, and Research Needs
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
Abstract Stable flies, Stomoxys calcitrans (L.) are global pests of livestock, companion animals, and humans. These flies inflict painful bites and cause significant economic losses to producers by reducing livestock production. In addition, they have been associated with the mechanical transmission of several pathogens causing disease in animals. Management of this species is difficult because: 1) their developmental habitats are often ephemeral accumulations of decomposing vegetation, 2) they can exploit cultural practices in many agricultural and urban environments, and 3) the adults are highly mobile. An integrated pest management (IPM) approach is required to effectively manage stable flies, including integration of cultural, mechanical, physical, biological, and chemical control options. The challenges of stable flies in different animal commodities are discussed, and current and novel technologies for control are presented. Lastly, need for additional research to improve stable fly management methods are discussed.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 it