MétaCan
Menu
Back to cohort
Record W2075830628 · doi:10.1080/14616680500164849

Mountain Tourism: Toward a Conceptual Framework

2005· article· en· W2075830628 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueTourism Geographies · 2005
Typearticle
Languageen
FieldPsychology
TopicRecreation, Leisure, Wilderness Management
Canadian institutionsUniversity of Northern British Columbia
FundersTexas A and M University
KeywordsRecreationTourismAmenityZoningGeographyEnvironmental planningResource (disambiguation)Environmental resource managementConceptual frameworkBusinessPolitical scienceSociologyArchaeologyEnvironmental scienceComputer science

Abstract

fetched live from OpenAlex

Abstract A conceptual framework is proposed to examine tourism and recreation issues in mountainous regions. First, six mountain-specific resource characteristics are discussed, which include diversity, marginality, difficulty of access, fragility, niche and aesthetics. It is argued that these characteristics are unique to mountainous regions and, as such, have specific implications for mountain recreation and tourism development. The paper then examines the changing nature of recreation and tourism use in the mountains, especially increasing levels of recreation and tourism activities sought by local recreationists, tourists and amenity migrants, and the implications of these activities for mountain tourism planning and management. A three-class system of recreation and tourism land-use settings is proposed to resolve planning and management challenges associated with increasingly diverse needs of these users. Tourism planning and management in mountainous regions should consider and incorporate mountain-specific resource characteristics. It is argued that the proposed framework not only assists in developing an integrated perspective on mountain tourism planning and management but also advances research fronts in areas of mountain resource characteristics, mountain amenity users and mountain recreational zoning.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.288
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0080.001

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.

Opus teacher head0.021
GPT teacher head0.295
Teacher spread0.274 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it