Addressing chronic wasting disease in Korean farms: topsoil removal and 2N NaOH treatment before cervid restocking
Bibliographic record
Abstract
Chronic wasting disease (CWD) is a highly contagious prion disease occurring in free-ranging and farmed cervids. In the Republic of Korea, cases of CWD continue to be detected almost annually, on both new and occasionally previously infected farms. CWD-infected animals contaminate soil and other environmental components by shedding prions through their excreta. Since shed prions remain infectious for years in the environment, they can act as infectivity reservoirs facilitating horizontal transmission of CWD. To prevent the further spread of CWD and allow farms to resume operations, control measures on infected farms, including topsoil removal and thorough environmental treatment with 2N NaOH, have been implemented in the Republic of Korea. Restocking remediated farms with cervids was permitted after confirming the absence of prion seeding activity in soil samples using protein misfolding cyclic amplification (PMCA). A total of 215 samples from 18 remediated farms were collected and analysed using PMCA, with only 3 samples from 3 farms displaying prion seeding activity. While the disease control measures effectively eliminated prion seeding activity in CWD-affected farms, CWD recurred at two of the 18 remediated farms 4 to 5 years after restocking animals. It remains unclear whether the recurrence of CWD at the two farms was due to residual prions in the environment after the control measures, or the introduction of the infected animals from other farms. This uncertainty is heightened by the annual occurrence of CWD at multiple farms and the absence of a traceability system for farmed cervids.
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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 | 0.000 | 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 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".