Bibliographic record
Abstract
The purpose of the article is to present the possibilities of developing rural tourism in Biala County. Biala County is one of the counties in the Lublin Voivodeship where tourism potential may be an important element of its development. It is an area characterised by high environmental and cultural values and a low level of environmental pollution. In order to assess the environmental and cultural potential of the district, a study was conducted using the author’s survey questionnaire. The research was carried out in the second quarter of 2023, among 108 tourists visiting Biala County during the study period or within the last 12 months. The results of the research confirmed the previously stated assumptions that the Biala County area is an important object of interest for tourists. The respondents highly rated the tourist potential of the district and pointed out the significant role of attractive elements of the natural environment. Recent years have also seen an increase in interest in tourism in the area. However, the survey results indicate that steps should be taken to make greater use of the opportunities created by the environment and cultural resources.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".