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Record W3164878846 · doi:10.5604/01.3001.0014.8963

Towards a Broader Perspective on Tourism Education, Research and Publication

2021· article· en· W3164878846 on OpenAlexaff
Geoffrey Wall

Bibliographic record

VenueFolia Turistica · 2021
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicHospitality and Tourism Education
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsTourismScholarshipReputationOriginalityPerspective (graphical)Public relationsEngineering ethicsCurriculumField (mathematics)Political scienceHigher educationSociologyEmpirical researchSocial sciencePedagogyQualitative researchEngineeringEpistemology

Abstract

fetched live from OpenAlex

Purpose. The aim of the study is to discuss tensions between the academic responsibilities of education, research and publication, and how these have made tourism academia increasingly inward-focused. Method. Drawing upon approximately 50 years of personal experiences as an academic based in a faculty of environment. Findings. Tourism research has become more and more insular, reducing opportunities to contribute to the resolution of important public debates and policy issues, undermining enhancement of the reputation of the field and those involved in it. Research and conclusions limitations. The limitations include lack of a literature review or structured empirical research. It is concluded that tourism scholarship should be broadened and engage more with other fields and disciplines. Practical implications. Tourism curricula should be broadened, while administrative procedures should be more flexible to facilitate the creation of greater synergies between teaching, research and publication. Originality. In the manuscript, topics are addressed that are of great interest and often discussed informally, but are seldom put in writing. Type of paper: An opinion piece.

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.

How this classification was reachedexpand

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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.856
Threshold uncertainty score0.837

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.001

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 head0.036
GPT teacher head0.336
Teacher spread0.300 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2021
Admission routes1
Has abstractyes

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