Detection of Lumpy Skin Disease Virus Antigen and Genomic DNA in Formalin-Fixed Paraffin-Embedded Tissues from an Egyptian Outbreak in 2006
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
An outbreak of lumpy skin disease (LSD) was reported in 2006 in Egypt affecting 16 provinces. Biopsies and post-mortem tissue samples were collected from calves that showed typical clinical signs of LSD and fixed in formalin. These samples were collected from a private dairy farm in the Damietta province of Egypt. Formalin-fixed paraffin-embedded tissue samples were assessed using histology, and skin lesions were classified as either acute or subacute/chronic. Both lumpy skin disease virus (LSDV) DNA detected by polymerase chain reaction and LSDV antigen detected by immunohistochemistry using a capripoxvirus-specific monoclonal antibody were observed in the acute skin lesions and in some subacute/chronic skin lesions.
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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