MétaCan
Menu
Back to cohort
Record W1966510695 · doi:10.1080/14724040802695991

Identifying tourists' preferences for Aboriginal tourism product features: implications for a northern First Nation in British Columbia

2009· article· en· W1966510695 on OpenAlexaffabout
Diana Kutzner, Pamela A. Wright, Amelia Stark

Bibliographic record

VenueJournal of Ecotourism · 2009
Typearticle
Languageen
FieldSocial Sciences
TopicDiverse Aspects of Tourism Research
Canadian institutionsUniversity of Northern British Columbia
Fundersnot available
KeywordsTourismProduct (mathematics)MarketingTourism geographySample (material)IndigenousGeographyAdvertisingSociologyBusinessArchaeologyEcology

Abstract

fetched live from OpenAlex

Recent research on the Aboriginal tourism market has revolved predominantly around establishing a profile of the traveller interested in Aboriginal tourism (hereafter referred to as the Aboriginal tourism traveller). Currently, the Aboriginal tourism traveller is generally described as a mature individual who is interested in having authentic experiences of different cultures. However, there is a need for a better understanding of what specific products this particular traveller is interested in, and in what style, format or nature of delivery. The study presented in this article attempts to provide insight into this topic. In a collaborative research effort between Tl'azt'en Nation and the University of Northern British Columbia, a questionnaire containing four potential Aboriginal tourism product descriptions and 31 individual features of Aboriginal tourism products was administered to 337 visitors of northern British Columbia during the summer of 2007. Despite a primary interest in nature experiences by the majority of visitors, one-third of our sample demonstrated considerable interest in experiences of Aboriginal culture. Results suggest the need for marketing diverse Aboriginal tourism attractions to attract repeat visitors and for offering an introductory experience to Aboriginal culture for first-time visitors.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.036
Threshold uncertainty score0.073

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0070.001
Scholarly communication0.0030.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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.

Opus teacher head0.047
GPT teacher head0.359
Teacher spread0.312 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations26
Published2009
Admission routes2
Has abstractyes

Explore more

Same venueJournal of EcotourismSame topicDiverse Aspects of Tourism ResearchFrench-language works237,207