A Malaysia–United States free trade agreement: Malaysian media and domestic resistance
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.
Bibliographic record
Abstract
Abstract This article examines Malaysia's civil society resistance to a bilateral free trade agreement (FTA) with the United States, focusing specifically on the role played by domestic mainstream and alternative media in raising awareness of trade negotiations. While challenges to a Malaysia–United States FTA may appear muted – especially if compared with the outpouring of dissent witnessed on the streets of Thailand and South Korea against similar deals with the United States – Malaysia's civil society agents have employed a range of mechanisms to oppose the agreement. Although these activists have focused their efforts on different sections of the proposed FTA – from intellectual property rights to food sovereignty to government procurement procedures – all share a common call for greater transparency in the negotiation process and greater public and parliamentary consultation. This article takes a critical look at who is involved in these resistance efforts, their key issues of concern, limitations to their success, and, most importantly, their relationship with and use of local media.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it