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Record W1985511573 · doi:10.1108/17554211311314092

The Canadian hotel industry: a roundtable discussion on challenges and trends

2013· article· en· W1985511573 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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueWorldwide Hospitality and Tourism Themes · 2013
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicHospitality and Tourism Education
Canadian institutionsNiagara CollegeAlgonquin CollegeMining Association of CanadaGolder Associates (Canada)
Fundersnot available
KeywordsTourismViewpointsTheme (computing)Hospitality industryHospitalityContext (archaeology)OriginalityHospitality management studiesPublic relationsMarketingManagementPolitical scienceSociologyBusinessSocial scienceEconomicsQualitative researchLawHistory

Abstract

fetched live from OpenAlex

Purpose This paper aims to provide a relevant backdrop for the Worldwide Hospitality and Tourism Themes ( WHATT ) theme issue on the hotel industry of Canada, and to describe how the 2012 WHATT roundtable in Canada was organised. Design/methodology/approach The foundation for this paper was laid during a well attended Worldwide Hospitality and Tourism Themes (WHATT) roundtable discussion between industry leaders and hospitality educators in May 2012. The paper is written in the context of the theme and strategic question for the 2012 Canadian WHATT roundtable: “What innovations are needed in the Canadian hotel industry and how might they be implemented to secure the industry's future?”. Findings This paper provides key information on Canada, its economic conditions, the tourism industry and the hotel industry. It also explains the origins of WHATT and its scholarly journey over the last 19 years. In capturing the essence of the 2012 WHATT roundtable discussion in Canada, the paper provides a strong foundation for the other seven papers that follow in this WHATT theme issue. Practical implications The paper looks at key challenges of the hotel industry in Canada and provides thought‐provoking viewpoints from experts. Originality/value Readers who are interested in the Canadian hotel industry would benefit from this paper. Authors include the president of the umbrella trade association for the hotel industry, the Hotel Association of Canada, and the editor and publisher of the leading trade magazine for the hotel industry of Canada, Hotelier .

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 categoriesScholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.669
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0020.002
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 head0.020
GPT teacher head0.230
Teacher spread0.211 · 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