The nasopharyngeal microbiota in feedlot cattle and its role in respiratory health
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 nasopharyngeal microbiota is dynamic and changes dramatically after feedlot placement. Although microbial instability of the respiratory and digestive tracts has been linked to disease in other animals, it is not yet known how these changes impact development of pneumonia in cattle. There is, however, evidence to suggest that the structure of the nasopharyngeal microbiota of cattle is related to the development of pneumonia. Specifically, certain commensal bacteria that have been associated with improved animal health are reduced in the nasopharynx of cattle that develop pneumonia. Better understanding of the functionality of the bovine respiratory microbiota will facilitate new approaches to mitigate pneumonia and develop alternatives to antibiotics. Specifically, studies using sequencing technologies to characterize the interaction of commensal respiratory bacteria with pathogens and the host will aid in targeted approaches to develop respiratory probiotics.
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