‘Sites’ of resistance: alternative websites and state‐society relations <sup>1</sup>
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
Much attention has been focused on Singapore's attempt to use information technology to build a knowledge-based economy. This paper examines the implications of the unintended consequences of the Internet in the restructuring of state and society relations in Singapore. We use the data on Singapore-based and Singapore-related websites to show (a) the diversity of positions expressed by civil society organizations, fringe groups and even mainstream segments of society; (b) the negotiation process between the state and civil society over various rights and how developments in cyber-space have implications for 'reality'; (c) how censorship and content regulation itself is a more complex multi-dimensional process such that while local politics is regulated, the multi-ethnic character of the resident population has led to greater religious tolerance such that religious groups banned in some countries have found a safe haven in Singapore and have used the city-state as a strategic Internet node.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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