MétaCan
Menu
Back to cohort
Record W4417122490 · doi:10.30819/aemr.16-3

Cultural Transmission of Guzheng in Malaysian Chinese Communities: A Systematic-Informed Integration

2025· article· en· W4417122490 on OpenAlexaboutno aff
Yu Zhang, Camellia Siti Maya Mohamed Razali

Bibliographic record

VenueASIAN-EUROPEAN MUSIC RESEARCH JOURNAL · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicDiverse Music Education Insights
Canadian institutionsnot available
Fundersnot available
KeywordsEthnic groupInheritance (genetic algorithm)Cultural identityIdentity (music)Cultural inheritanceQualitative researchThematic analysisTransparency (behavior)

Abstract

fetched live from OpenAlex

This study aims to systematically sort out the existing research results on the development of the guzheng in the Chinese society of Malaysia and respond to the current problem of insufficient theoretical integration in the construction of ethnic identity and the inheritance of music culture in this field. As a traditional musical instrument with both historical and cultural symbolism, the guzheng is not only a carrier of artistic practice in the multi-ethnic society of Malaysia but also increasingly a medium for the expression of ethnic identity and cultural negotiation. Therefore, clarifying the dissemination path, educational mechanism, and social function of the guzheng in Malaysia is of great significance for understanding how overseas Chinese music can be continued and recreated in the local context. This study employed a systematic-informed integration methodology (Toronto XXABSTRACT Remington, 2020), which combines the transparency of systematic with the thematic induction of an integration. Eight representative studies were selected from the literature between 2000 and 2024 for analysis. The research content mainly revolves around four aspects: historical development, teaching practice, cultural identity, and intergenerational inheritance and interaction. The results show that the guzheng in Malaysia has gradually transformed from the early family inheritance to institutionalized teaching in schools and communities and has strengthened identity recognition and intergenerational cultural continuity in the Chinese community. However, most of the current related research focuses on the Chinese community and is mostly qualitative analysis, lacking in-depth discussion on the participation of other ethnic groups, the process of learner identity change, and localized teaching content. This study not only outlines the overall knowledge landscape of guzheng research in Malaysia but also clearly points out that in the future, teaching experiments, questionnaires, and ethnic comparative studies can be used to promote the sustainable development of guzheng in any Southeast Asian society and expand the theoretical discussion space of ethnomusicology on culturality, cross-cultural communication, and formal educational practice.

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)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.685
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.124
GPT teacher head0.363
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 teacher head, not a consensus.

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 venueASIAN-EUROPEAN MUSIC RESEARCH JOURNALSame topicDiverse Music Education InsightsFrench-language works237,207