Immunological control of coccidiosis in poultry
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
Coccidiosis – caused by parasites of the genus Eimeria – is an infection known to damage poultry. Eimeria spp. follow a typical coccidian lifestyle consisting of an endogenous asexual and sexual phase and an exogenous infectious phase. Eimeria spp. infections are self-limiting because the number of asexual, pathogenic, cycles is genetically pre-determined. However, the infection may be chronic because of oocyst cycling in feces. Coccidiosis is a burden on the poultry industry and many preventive anticoccidial drugs have been created; however, a major limit is emerging drug resistance. Live vaccination is another method of coccidiosis prevention where protective immunity is developed by a dose of non-attenuated Eimeria spp. that is then cycled in the feces to produce protective immunity. The cycling of the controlled infection with live vaccination of replacement laying hens is influenced by commercial caging techniques. This review provides an overview of coccidiosis caused by Eimeria species infecting domestic fowl and the nature of coccidial infections in commercial poultry houses.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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