Nicknames from three villages situated on the Mara river
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
This paper aims to identify and classify the nicknames from three villages (Sat-Şugatag, Giuleşti, Berbeşti), which are situated along the Mara river. The corpus consists of approximately two hundred nicknames which were registered during field research in the aforementioned settlements. The study will analyse the endurance of the nicknames across generations, as well as the reason behind their appearance. It must be noted that a considerable number of nicknames pertain to Roma ethnics, which make up an extended community in Sat-Şugatag, or to the Jewish people, very numerous in Berbesti, where they left a mark on the local population. These names will be grouped into different categories, such as nicknames derived from animal names: Hulpea (‘the fox’), Ursu (‘the bear’); nicknames based on the bearers’ craft: Stolnicul (‘the high steward’) or connected with some physical incapacity: Orbul (‘the blind man’), Schiopul (‘the lame man’).
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 | 0.000 | 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 | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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