Spiders of Albania - Faunistic and Zoogeographical Review (Arachnida: Araneae)
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
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.
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 | 0.003 | 0.009 |
| 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 | 0.001 |
| 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