The Current Challenges and Future Alternatives of Supplying Remote Areas with Basic Goods: The Case Study of Idrijsko-Cerkljansko Region, Slovenia
Bibliographic record
Abstract
Abstract The accessibility of services of general interest (shops, post offices, banks etc.) in rural hinterlands is decreasing and villages that once supplied areas with services are losing their functions in the central settlements’ network. According to the current analytical framework the key challenges of supply are people’s dependence on car transportation, lack of village shops and other basic services, and e-services replacing location-based services. This paper examines the current dynamics of the supply of basic goods in the Idrijsko-Cerkljansko region of Slovenia. Using mixed methods approach, the paper covers a historical overview of service provision by a field survey and historical analysis, as well as an analysis of demand and supply, done via an online questionnaire. The aim of the paper is to combine the findings into a proposal for an optimized alternative supply network integrating good practices such as linking providers, promoting local products and reopening of village shops.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| 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 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".