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
The article analyses Japanese approach towards peacekeeping and issues associated with Japans participation in the peacekeeping operations (PKOs). It focuses on factors which influence shaping and transformation of Japans approach towards this sphere of UN activity. For the first time, Japan sent its Self-defense forces to participate in the PKO in the early 1990s and since then peacemaking has become one of the symbols of Japan's contribution to international security. Despite the significance of cooperation with the UN that the Japanese government has underlined, the indicators that characterize Japan's participation in peacekeeping remain at a low level. In the article, the author explores the causes of this phenomenon and identifies patterns that characterize the models of Japanese participation in PKO. Using the historical method and content analysis of official documents and speeches by Japans representatives the author explores the hypothesis that currently, from the point of view of the Japanese government, the issue of participation in the PKOs is important as a way to adapt the public to the expansion of the sphere of activity of the Self-defense forces, but in practice, the ruling circles seek to avoid the risks associated with the participation of the Japanese military in the PKOs, preferring to shift the focus on peace-building, financial, educational and technological contribution that Japan can make to UN operations. The concept of active pacifism promoted by Abe did not lead to a more extensive participation of the Japanese military in the PKOs. An analysis of current trends in peacekeeping suggests that the participation of Self-defense forces in PKOs will remain at a low level and will be offset by other opportunities for Japan to contribute to international peacekeeping.
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.
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 | 0.000 | 0.002 |
| 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 | 0.000 | 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