Spiders of Albania - Faunistic and Zoogeographical Review (Arachnida: Araneae)
Bibliographic record
Abstract
The spider fauna of Albania is still insuffi ciently studied. The present list was compiled after a critical \nreview of the existing literature data and taxonomic review of some available collections. The study \ncomprises 335 species from 36 families. In this number, 197 species are new to the spider fauna of the \ncountry. According to their current distribution the species can be assigned to 18 zoogeographical categories, \ngrouped into 5 complexes (Cosmopolitic, Holarctic, European, Mediterranean, Endemics). Dominant \nare Holarctic species (56.4%) followed by European (16.4%) and Mediterranean (16.2%). The endemics \n(8%) are also well presented and refl ect the local character of the fauna and the main role of the Balkan \nPeninsula in its origin and formation.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.003 |
| 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) | 0.003 | 0.001 |
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".