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 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.
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 | 0.001 | 0.000 |
| 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 it