Bibliographic record
Abstract
The paper presents data on the background and taxonomic status of widely spread in plantations fruit shrub (Aronia mitschurinii Skvortsov & Maitulina, Rosaceae) that definitely differs from North American chokeberry (A. melanocarpa (Michx.) Elliott). It was found that in early XXI century A. mitschurinii began its active introduction in forest phytocenosises. Mass self seeding of this invasive species and availability of fruit bearing ones have been identified in North West Russia and some Mid-Russian regions that is a potential risk for natural biodiversity. Its naturalization process analysis in European Russia highlights invasions trend south-east bound from North West. Sufficient tolerance of A. mitschurinii to a wide range of abiotic factors enables this species growth and evolution in a vast area of the secondary areal including some countries of the former USSR as well as Finland, Sweden, Poland, Germany, Romania, Hungary, Czechia, Slovakia even its ancestors motherland – The USA and Canada. Long-term studies of A. Mitschurinii found that over the years list of this alien species pests and diseases grows proving its adaptation to a number of biotic factors. In the mean time there is an active inclusion of the pathogens probably representatives of pathogenic microflora of closely related native species of Maloideae subfamily into the «alien species – pathogen» arrangement that affects biocenosis resistance.
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 | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 0.004 |
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".