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Record W2144283978 · doi:10.5539/ass.v9n10p231

The Development of Bamboo Basketry According to the Base of Creative Economy of the Thai Yo Ethnic Group in Northeast Thailand

2013· article· en· W2144283978 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.

venuePublished in a venue whose home country is Canada.
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

VenueAsian Social Science · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicCultural and Artistic Studies
Canadian institutionsnot available
Fundersnot available
KeywordsBambooNonprobability samplingHarmony (color)Ethnic groupDistribution (mathematics)GeographyBusinessSociologyPopulationMathematicsVisual artsAnthropology

Abstract

fetched live from OpenAlex

The Thai Yo ethnic group have their great skill to make bamboo basketworks for household use and domestic distribution but for international distribution they should develop their products. This research suggests the ways to develop the products. A qualitative research was applied to the research and research data was gathered by means of a document analysis and a field study. Research areas were selected by a purposive sampling in the area of 3 provinces located in the northeast Thailand consisting of Kalasin, Sakon Nakhon, and Nakhon Phanom. Findings indicated that a majority of Thai Yo village located in the locations where were near water resources and bamboo basketworks but the difficulties were they just mastered making them in the old way and the products they made could not respond various requirements of customers, and those products needed an improvement. The six aspects used for developing the products were these: 1) balance, 2) proportion, 3) harmony, 4) contrast, 5) rhythm and 6) emphasis. These aspects gathered from opinions of persons concerned within a concept of creative economy.The six models of bamboo basketworks were designed and made as the pilot models in order to guide the organizations concerned for developing their bamboo basketwork products to quality products.

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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.609
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.002
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.036
GPT teacher head0.305
Teacher spread0.269 · 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