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Record W7132062632

Shaping of Cities’ Identities with Cultural Uniqueness: Handcraft Shops and Night Bazaar in Chiang Mai, Thailand, and Hanoi Old Quarter in Vietnam

2021· other· en· W7132062632 on OpenAlexaboutno aff
Y. (Yekti) Maunati

Bibliographic record

VenueNeliti · 2021
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsBazaarIdentity (music)Cultural identityPrideChiang maiQuarter (Canadian coin)Cultural heritage
DOInot available

Abstract

fetched live from OpenAlex

A city usually has its own identity and cultural uniqueness with the markers of identity perhaps varying among museums, monuments, temples, theatre buildings, handcraft and traditional shops/markets and night bazaars and historical heritage sites, to mention a few. It is very common for cities in mainland Southeast Asia, like Bangkok, Chiang Mai, Phnom Penh, Luang Prabang and Hanoi to have handcraft markets/shops as well as night bazaars selling various handcrafts attributed to one ethnic group or another. Those handcraft shops/markets and night bazaars are often at least partly related to the promotion of tourism. However, they do not only exist for the sake of tourism, since the promotion of cultural uniqueness as the identity of a city is related to the feeling of pride and the very soul of the city. This paper will discuss the existing handcraft markets/shops and night bazaar in Chiang Mai (Thailand) as important elements of the city’ s icons and the Hanoi Old Quarter, a historical heritage area in Hanoi, where handcraft shops, night market, cafés and many more venues are integral to the identity of Hanoi. The fieldwork was conducted in Chiang Mai in 2004, 2005, 2009 and 2016 for a few days and in Hanoi in 2006, 2017, 2018 for a few days, especially using qualitative research. The discussion is divided into three parts: the First, giving a brief review of the identity of a city; the Second, touching on the issue of how the handcraft shops and the Night Bazaar in Chiang Mai are seen as the city icons; and Finally, the shaping of the Hanoi Old Quarter as Hanoi’s cultural icon/identity.

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)0.001
metaresearch head score (Gemma)0.001
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 score0.058
Threshold uncertainty score0.115

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0070.006
Scholarly communication0.0040.002
Open science0.0010.003
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.017
GPT teacher head0.246
Teacher spread0.229 · 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
Published2021
Admission routes1
Has abstractyes

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