Stability of viral hemorrhagic septicemia virus (VHSV) in freshwater and seawater at various temperatures
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
Three North American and 1 European viral hemorrhagic septicemia virus (VHSV) isolates taken from either a marine, freshwater, or estuarine host were assessed for survivability in raw and filtered freshwater and seawater at temperatures ranging from 4 to 30 degrees C. All 4 isolates were substantially more stable in freshwater than in seawater, and higher survival was observed at lower water temperatures. The average time required for 99.9% inactivation of VHSV in raw freshwater at 15 degrees C was 13 d, while in raw seawater VHSV was inactivated within an average of 4 d. No consistent correlation was observed between the origin and the stability of the virus isolates. Freshwater isolates were not always the most stable in freshwater; similarly, seawater isolates were not consistently more stable in seawater. Virus survival was greatly enhanced in filtered freshwater with some virus strains remaining infective after 1 yr at 4 degrees C.
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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) | 0.001 | 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