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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 OpenAlex

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

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.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.898
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.029
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