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Record W2132854207 · doi:10.1177/1356766709357487

An investigation into key market segments for Aboriginal tourism in northern British Columbia, Canada

2010· article· en· W2132854207 on OpenAlex
Diana Kutzner, Pamela A. Wright

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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal Of Vacation Marketing · 2010
Typearticle
Languageen
FieldSocial Sciences
TopicDiverse Aspects of Tourism Research
Canadian institutionsUniversity of Northern British Columbia
Fundersnot available
KeywordsPsychographicTourismMarket segmentationMarketingDiversification (marketing strategy)Visitor patternNiche marketBusinessTourism geographyDestinationsProduct (mathematics)AdvertisingGeography

Abstract

fetched live from OpenAlex

Aboriginal tourism is increasingly seen as a strategy for economic diversification by many Aboriginal communities. While demand for Aboriginal tourism experiences in North America has been demonstrated, little is known about visitor product preferences. This information is needed, however, by Aboriginal tourism business entrepreneurs and operators in order to manage for the long-term profitability of their businesses. Using a psychographic segmentation methodology, we surveyed visitors to northern British Columbia who expressed an interest in Aboriginal tourism to explore their interest in specific features of potential Aboriginal tourism products. Three distinct clusters were identified as the Culture Seekers, the Nature-Culture Observers and the Sightseers. The first two segments appear to hold the strongest potential for rural First Nation communities. In the end, which segment to target and which marketing channels to use will depend on each First Nation’s level of comfort in interacting with visitors and how much of their culture they are willing to share with tourists.

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)0.008
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation 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 score0.078
Threshold uncertainty score0.525

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.008
GPT teacher head0.300
Teacher spread0.292 · 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