Resource Announcement of 18 <i>Clavibacter nebraskensis</i> Genomes Isolated from Maize in Mexico
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
Gram-positive Clavibacter nebraskensis is the causal agent of Goss's wilt and leaf blight of maize. The disease is documented across corn-producing regions of the United States and two Canadian provinces. In 2024, C. nebraskensis was confirmed in Mexico for the first time, posing a challenge to maize biosecurity given its status as a quarantine organism under NOM-018-FITO-1995. This finding demonstrates the necessity of establishing C. nebraskensis surveillance programs for maize in Mexico. To support this effort, 18 C. nebraskensis isolates from two states in Mexico were sequenced. Comparative genomic analysis showed that all isolates clustered with the C. nebraskensis type strain NCPPB 2581ᵀ. These genomic resources are essential for advancing research on C. nebraskensis epidemiology, biology, and evolution across North America. [Formula: see text] Copyright © 2025 The Author(s). This is an open access article distributed under the CC BY 4.0 International license .
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