MétaCan
Menu
Back to cohort
Record W2059864324 · doi:10.1108/eb008727

Cultural Wine Tourists: Product Development Considerations for British Columbia's Resident Wine Tourism Market

2001· article· en· W2059864324 on OpenAlex
Peter W. Williams, Joseph Kelly

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

VenueInternational Journal of Wine Marketing · 2001
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicWine Industry and Tourism
Canadian institutionsSimon Fraser University
Fundersnot available
KeywordsWineTourismMarketingBusinessProduct (mathematics)Niche marketValue (mathematics)New product developmentGeography

Abstract

fetched live from OpenAlex

Emerging initiatives in British Columbia and elsewhere clearly suggest that by working with tourism stakeholders, the wine industry can not only contribute to the development of rural tourism, but it can also gain valuable direct marketing and value added sales advantages. For these benefits to be fully realized, more must be known about the character of travel markets interested in wine tourism. To provide insights into BC's domestic wine tourist markets, this research involves two overriding phases of investigation. Initially, it conducts an overview analysis of BC's domestic wine tourists. The second phase of the study involves describing a small but valuable and growing niche market of culturally oriented wine tourists. It then suggests several product development strategies suited to attracting and retaining such wine tourists. The strategies relate to incorporating a range of wine and non-wine related activities into the tourism experience, creating strong connections between local wines and regional cuisine, building cultural and heritage dimensions into wine tourism product packages, incorporating and promoting environmentally friendly resource management practices; and, protecting wine tourism landscapes. While the empirical part of this investigation is focused on BC wine tourists, the findings provide insights into strategies suited to other wine producing regions in Canada and elsewhere.

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)0.002
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.158
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0020.002
Open science0.0000.000
Research integrity0.0000.000
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 head0.021
GPT teacher head0.248
Teacher spread0.228 · 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