PEMIKIRAN ABANG YUSUF PUTEH TERHADAP BUDAYA MASYARAKAT MELAYU SARAWAK
Bibliographic record
Abstract
This article discusses the culture of the Malays in Sarawak community from the perspective of Abang Yusuf Puteh. Culture plays an important role in a society as it is able to shape the society and as a way to maintain the identity of the Malays in Sarawak. The objective of this article is to clarify the thought of Abang Yusuf Puteh towards the culture of the Sarawak Malay community. This article shows that the community must be transformed without eliminating the applied values and practices. The lagging progress continues among Sarawak Malay community is due to some aspects of the culture that are not in line with the current needs and situations. Therefore, changes must be made to some aspects of the culture especially in values and practices to break the thought of the society from the traditional mindset that once hold their thinking.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".