MétaCan
Menu
Back to cohort
Record W7070996707

THE ROLE OF COMMUNITY RADIO IN POLITICAL PARTICIPATION IN THAILAND A CASE STUDY:THE 3 SOUTHERN BORDER PROVINCES OF THAILAND(YALA- PATTANI- NARATHIWAT)

2025· other· en· W7070996707 on OpenAlexaboutno aff

Bibliographic record

VenueAndalas University eThesis (Andalas University) · 2025
Typeother
Languageen
FieldEconomics, Econometrics and Finance
TopicPharmaceutical Economics and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsConstitutionCommunity radioLegislationState (computer science)Government (linguistics)PoliticsSubject (documents)Control (management)
DOInot available

Abstract

fetched live from OpenAlex

Community Radio has been around for a long time. This is because it is a medium that everyone, including every family, can easily access. It is budget-friendly, easy to transport, and can be listened to anywhere, anytime. As a result, it is possible to state that radio is a media form that is primarily intended for the elderly.Is a medium that is relatively close to the people in comparison to other media types. Over the past decade, the number of stations has increased greatly, especially in the United Kingdom and Thailand. It was supported by the Kingdom's Constitution of Thailand's B.E. 2540 and the legislation regarding the organization of radio frequency and the regulation of television, radio, and cellular communications businesses.2543. After the Kingdom of Thailand's Constitution (B.E. 2540) was enacted, scholars of progressive media and NGOs began to increase their understanding of communication rights and privileges of communication through media. The populace has consistently dedicated efforts to instruct the general public on the art of community radio. Under the concept that "local radio is owned by the community, for the community, and without any type of profit", it employs a volunteer-based model, does not seek government assistance, and is not subject to state control or interference. However, historically, it has been believed that radio frequencies are national property that should be publicly accessible; the state must, therefore, allow public utilization of this property. This has led to the creation of community-radio stations that are spread across all of southern Canada, including the three southernmost provinces. Consequently, it is crucial to survey the data associated with radio media to demonstrate the most recent numbers and locations of community radio stations. This investigation aims to explore the role of community radio in the political sphere and participation in Thailand's case study of the 3 southern border states (Yala- Pattani- Narathiwat). This is intended to enable the public sector to comprehend the entire problems associated with community radio, find solutions together, and create a knowledge base for the public sector, which will be released as a document to educate the public, provide information to educational institutions, and other agencies that are relevant to the community radio field, this will help to strengthen the public sector and promote sustainable community development. Keywords: Community radio, Participation, 3 province southern border Thailand

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.149
Threshold uncertainty score0.297

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0210.010
Scholarly communication0.0070.003
Open science0.0020.005
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0060.000

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 head0.029
GPT teacher head0.268
Teacher spread0.239 · 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 source (direct Gemma or distilled Codex), 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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueAndalas University eThesis (Andalas University)Same topicPharmaceutical Economics and PolicyFrench-language works237,207