High Noon in Japan: Embedded Symbolism and Post-2001 Kyoto Protocol Politics
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
In 2001, the Japanese government committed to ratify the Kyoto Protocol to the United Nations Framework Convention on Climate Change against industry pressures and in spite of the US decision to withdraw from the agreement. This commitment was crucial for the survival of the protocol. Japan has subsequently introduced substantial—yet, mostly voluntary—measures. To explain the puzzle of Japan's ratification, this article builds upon the agenda-setting literature and advances the concept of embedded symbolism. During the 1990s, political leaders elevated climate change and the Kyoto Protocol to the level of a national symbol. Thus, although in 2001 successful implementation of the Kyoto target looked extremely difficult and industry opposition was strong, the symbolism of Kyoto backed by strong public support tipped the balance in favor of ratification.
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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 | 0.000 |
| 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) | 0.000 | 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