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Record W4389143129 · doi:10.3390/tourhosp4040036

State-of-the-Art Review on Destination Marketing and Destination Management

2023· article· en· W4389143129 on OpenAlexaff
Stephan Reinhold, Pietro Beritelli, Alan Fyall, Hwansuk Chris Choi, Christian Laesser, Marion Joppe

Bibliographic record

VenueTourism and Hospitality · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicDiverse Aspects of Tourism Research
Canadian institutionsUniversity of Guelph
Fundersnot available
KeywordsDestinationsTourismSustainabilityMarketingStewardship (theology)BusinessDestination managementAction (physics)Public relationsPolitical science

Abstract

fetched live from OpenAlex

This article presents a narrative perspective review of the state-of-the-art of destination marketing and management. The past 15 years of developments, stretching from technological advances enabling methodological progress and new consumer behavior to climate, health, and financial crises, require a reassessment of previous academic contributions and current practices. Referring back to the social origins of destinations, this article conceptualizes destinations as a heterogeneous space of flows and proposes future research linked to tourist demand and tourism supply, sustainability and resilience, technological shifts, and institutions. Finally, six broader streams of conversations suggest how to advance the marketing and management of destinations related to a destination ontology grounded in flows, with a focus on processes and action, stewardship and collaboration, resilient destinations, transient and permanent residents, as well as new instrumental technologies and augmented experiences.

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)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.925
Threshold uncertainty score0.262

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
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)0.0000.000

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 head0.021
GPT teacher head0.322
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 designObservational
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

Citations16
Published2023
Admission routes1
Has abstractyes

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