La enfermedad de la Mancha marrón, Lecanosticta acicola: gran amenaza desde 2018 para las repoblaciones de Pinus radiata en el País Vasco
Bibliographic record
Abstract
Lecanosticta acicola es el agente causante de la enfermedad de la Mancha marron, esta incluida en la lista de enfermedades de cuarentena de la Union Europea. Es originaria de America del Norte y se ha detectado en Europa desde 1942. Hay registros de infecciones sobre 53 especies de pinos en Canada, Estados Unidos, America Central, Asia y Europa y se esta extendiendo en distintos paises de este continente de forma creciente pero siempre en pequenas superficies hasta este brote de 2018 en el Pais Vasco que esta afectando a mas de 30.000 has en esta Comunidad Autonoma y amenaza el futuro de las repoblaciones de Pino radiata en la cornisa cantabrica, con los tratamientos aereos de cobre prohibidos por el Ministerio de Agricultura.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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 source (direct Gemma or distilled Codex), 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".