New Mobility in the Norwegian Countryside: Scoping Possibilities and Barriers
Bibliographic record
Abstract
Public transport services are important for social, socioeconomic, and environmental reasons. Despite the advantages, rural municipalities face challenges in providing equitable transport services to their residents. Developments in digital technology and automation created new mobility solutions deemed helpful for solving transport problems in the countryside. This paper presents a scoping review of new mobility projects and research in rural Norway. The exploration highlights that there are a number of demand-responsive public transport services and pilot projects for different target groups, but only very few of the projects were sustained after initial research project funding. Insufficient knowledge about rural needs, a lack of technological competencies, and economic stress hinder new mobility development in rural Norway. Parallel challenges with Canadian rural transport provision are found suggesting transferability of the results to similar contexts.
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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 | 0.034 | 0.051 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.010 | 0.013 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.008 | 0.006 |
| Open science | 0.002 | 0.005 |
| 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".