Causal agent of sharka disease: new and emerging events associated with <i>Plum pox virus</i> characterization
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
Plant RNA viruses have a high genetic variation potential due to the absence of proofreading activity in their RNA replicase. In addition to mutation, recombination is generally thought to be an important source of variability. Both evolutionary processes have contributed to the diversity of Plum pox virus (PPV). There are now six recognized subgroups, strains or serotypes of PPV (D, M, Rec, EA, C and W). Isolates belonging to the PPV‐Rec subgroup are derived from RNA recombination between PPV‐D and PPV‐M and occur frequently in various central and eastern European countries. The divergent isolate W3174 is a new and distinct strain of PPV, identified as PPV‐W. It is quite conceivable that, with time, other groups will be defined and that the present classification will need revision to accommodate additional PPV variability.
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