Il cerchio di fuoco. Marciume radicale in pinete urbane. Un patogeno forestale esotico minaccia le pinete urbane: osservazioni su presenza e biologia.
Bibliographic record
Abstract
rappresentative del paesaggio costiero italiano, sia lungo la costa tirrenica sia lungo quella adriatica.Oltre ad essere coltivato in impianti artificiali per la produzione congiunta di pinoli e legname (Bernetti, 1998), il pino domestico ampiamente utilizzato come specie ornamentale in ambito urbano e parchivo, tanto da connotare, non senza conseguenze per manufatti e cittadini, il verde verticale della citt di Roma e di altre importanti citt italiane (Morelli e Raimbault, 2011).Dal punto di vista fitosanitario, la specie suscettibile tanto ad infestazioni di insetti quanto a malattie, tra cui spiccano la processionaria del pino (Thaumetopoea pityocampa), i disseccamenti dei getti da Diplodia pinea e alcune ruggini (es.Cronartium spp., Melampsora spp.).
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 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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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 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".