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Record W4297504264 · doi:10.24917/20801653.363.7

Touristic cultural determinants in Canada based on the authorial route of cultural heritage in the Alberta province

2022· article· en· W4297504264 on OpenAlex
Kamila Ziółkowska-Weiss, Natalia Lewandowska

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

VenueStudies of the Industrial Geography Commission of the Polish Geographical Society · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicDiverse Aspects of Tourism Research
Canadian institutionsnot available
Fundersnot available
KeywordsTourismAttractivenessCultural heritageElement (criminal law)AccommodationTourist attractionProduct (mathematics)GeographyCultural tourismAdvertisingMarketingTourism geographyBusinessArchaeologyPolitical scienceAestheticsPsychologyArtLaw

Abstract

fetched live from OpenAlex

Important elements of the trail include its tourist development. It is of great importance in drawing in tourists to visit a particular attraction or region. It is a special element in the development of tourism space. It increases attractiveness of the reception area, similarly to catering or accommodation facilities. The created network of the tourist routes is considered as internal accessibility of the region. The trail that is well-organised and adapted to the conditions, allows for a wide selection of active forms of spending free time. The work focuses on the development of the cultural heritage trail in the province of Alberta (Canada). Based on the literature analysis, the trail was defined as a tourist attraction in itself. From the information received it was found that the tourist route is an inseparable part of the tourist product. An important element of the tourist trail is tourism development. The text emphasizes cultural aspect of the original route. The protected areas and the cultural heritage of the Indians have been characterised in particular. As part of the original route, the following were characterised: accommodation, catering, accompanying facilities and threats that may occur during the journey. Based on a review of the literature and the author’s route, the relation between local heritage and cultural tourism was inferred.

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)0.004
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.532
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.003
Science and technology studies0.0020.003
Scholarly communication0.0000.000
Open science0.0040.002
Research integrity0.0000.002
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 head0.061
GPT teacher head0.322
Teacher spread0.261 · 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