Urban, Environmental and Tourism State of the Romanian Carpathian Small Towns
Bibliographic record
Abstract
In Romania, after 1990, tourism is seen as a univer sal solution for the economic development of any region. In fact, some areas are appropriate to this. One of them is the Carpathian area, where a quarter of the Romanian sma ll towns exist. These settlements are still trying to adapt to the market economy hence many of them, as former mono-industrial centers, have shrank their activities and try to subscribe i n the new economic landscape. In the context of a great tourism potential given by the Carpathians resources and benefiting by urban development, few environmental changes analyzed through tourism p otential indicator (Tp), urban development indicator (UDI), environmental change indicator (ECh I), many of the mountainous small towns can successfully revive through tourism development . Their good economic, urban and environmental state influences the surroundings, ru ral area and their communities' wellbeing; hence their revival through tourism may increase th e mountain economy.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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".