MétaCan
Menu
Back to cohort

Environmentally Sustainable Lifestyle Indicators of Travelers and Expectations for Green Festivals: The Case of Canada

2019· article· en· W2943551521 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueEvent Management · 2019
Typearticle
Languageen
FieldEnvironmental Science
TopicEnvironmental Education and Sustainability
Canadian institutionsnot available
Fundersnot available
KeywordsSustainabilitySustainable tourismAttendanceTourismMarketingPromotion (chess)BusinessRecreationSustainable developmentAdvertisingEconomic growthPolitical scienceEconomicsEcology

Abstract

fetched live from OpenAlex

Festivals are emerging as one of the most attractive events in the tourism industry as their cultural and social wealth can contribute to the general promotion of a destination. Increased desire by communities to behave more responsibly has encouraged more sustainability-focused strategies on the part of festival organizers and have stimulated other industry stakeholders towards such actions. Accordingly, understanding what ecological behaviors might contribute to encouraging festival attendance can be important to planning a festival. In this regard, the main purpose of this research was to investigate real life environmentally sustainability tendencies of festivalgoers and their attitude towards attending environmentally sustainable festivals. Survey data were collected from 849 Canadian respondents who had attended a festival at least once in 2017. Our findings illustrate that a positive attitude towards attending a green festival is more strongly predicted by the level of intrinsic voluntary environmental actions that reflect personal commitment than by more mechanistic environmental activities such as waste reduction and recycling.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.246
Threshold uncertainty score0.953

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.003
GPT teacher head0.213
Teacher spread0.210 · 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