Development of a Semi-Nested Reverse Transcription Polymerase Chain Reaction Assay for the Retrospective Diagnosis of Canine Distemper Virus Infection
Bibliographic record
Abstract
Formalin-fixed, paraffin-embedded tissue blocks from 14 dogs were used to test the utility of a newly developed semi-nested reverse transcription polymerase chain reaction (RT-PCR) assay for canine distemper virus (CDV). The results from this new test were compared with those of histopathologic examination, fluorescent antibody detection (FA), and immunohistochemistry (IHC). The semi-nested RT-PCR protocol was used to detect CDV RNA in 9 of the 10 cases that were positive by at least 1 of the immunologic (FA and IHC) methods. Sequence data indicated that the amplified strains of CDV are more closely related to a naturally occurring strain than to a vaccine strain. Thus, the semi-nested RT-PCR assay is a useful diagnostic method applicable to the retrospective diagnosis of CDV infection. Sequence determination may yield molecular epidemiologic information regarding vaccine efficacy.
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 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 | 0.003 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".