Bibliographic record
Abstract
The aim of this paper is to present the outcome of our researches regarding the spirit of tolerance in the Banat County. It is a personal overview (based on official documents and other bibliographical sources) of those aspects of the history of multicultural environment in Banat, which may be an explanation for the spirit of tolerance, cooperation, good relations. This attitude could be considered an inspiration for the rest of the country. The article describes the situation before 1989, when, according to the census, besides the local Romanians, there were also lots of Germans (Schwaben), Hungarians, Serbians, Italians, and Jews. After the events of 1989, the ethnic structure of the Banat County has changed – most of the Germans, Italians, and Jews have left the country and so did a lot of highly-skilled Romanians, who emigrated to Germany, Austria, the U.S.A., Australia and mainly Canada.
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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 | 0.001 | 0.002 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 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".