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Record W4410163219 · doi:10.18280/ijsdp.200436

Integrated Transportation Solutions for Tourism and Public Safety in Thailand’s Eastern Economic Corridor: An Experiential Perspective

2025· article· en· W4410163219 on OpenAlexvenueno aff
Jakkawat Laphet, Tapsatit Gooncokkord, Dultadej Sanvises, Waraphon Klinsreesuk

Bibliographic record

VenueInternational Journal of Sustainable Development and Planning · 2025
Typearticle
Languageen
FieldEngineering
TopicMaritime Ports and Logistics
Canadian institutionsnot available
FundersThailand Science Research and InnovationMinistry of Higher Education, Science, Research and Innovation, Thailand
KeywordsTourismPerspective (graphical)Experiential learningEnvironmental planningBusinessRegional scienceGeographyMarketingPolitical scienceComputer scienceArchaeology

Abstract

fetched live from OpenAlex

This study examines the integration of transportation choices to enhance tourism efficiency and public safety within Thailand's Eastern Economic Corridor (EEC).It looks at how current management techniques and logistics could help to create ecologically friendly travel routes and experiences.The study demonstrates how much good project management affects operational results as well as solutions to raise the essential infrastructure quality for transportation and tourism.Important conclusions indicate strong relationships between project planning and logistical operations, therefore highlighting the need for strategic planning to support better travel and transportation experiences.Some ideas, on the other hand, were disproved since they suggested a mismatch between project planning and financial performance, therefore underlining the critical requirement of improved financial alignment and management during project development.This study aims to improve the acceptability of creative technologies and proactive participation of stakeholders to guarantee that infrastructure projects fitly satisfy the changing needs of the tourism and logistics sectors.The results provide a structure for feasible policies meant to preserve the status of the competitive economic center of the EEC.This study intends to help to create a more powerful and efficient transportation ecosystem supporting long-term development and stability in the area by filling up the found gaps.Emphasizing sustainability in all undertakings, this research at last provides the platform for further investigations aiming at enhancing travel operations inside the EEC and transportation networks.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.340
Threshold uncertainty score0.314

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)0.0000.000

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 head0.015
GPT teacher head0.249
Teacher spread0.234 · 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 designQualitative
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

Citations2
Published2025
Admission routes1
Has abstractyes

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