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Record W4392133938 · doi:10.5509/2024973-art1

Japan’s Revolutionary Military Change: Explaining Why It Happened Under Kishida

2024· article· en· W4392133938 on OpenAlex

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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenuePacific Affairs · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicJapanese History and Culture
Canadian institutionsnot available
Fundersnot available
KeywordsDemocracyPoliticsPolitical sciencePolitical economySecurity policyDevelopment economicsEconomicsComputer securityLaw

Abstract

fetched live from OpenAlex

Japan's security policy is changing rapidly, with drastic increases to its defense budget and the acquisition of counterstrike capabilities. While the deteriorating security environment undeniably motivates Japan's defense posture, the speed and extent of these recent changes still present a puzzle. Why was it under Kishida Fumio—a former leader of Kōchikai, the liberal and oft-considered pacifist faction within the Liberal Democratic Party (LDP)—that Japan achieved its watershed moment on defense? This article explains this change through the exigencies of Kishida's domestic political survival. It was through his leadership of a minority faction within the LDP, his image as a dove, and support for fiscal discipline, that Kishida managed to find the largest common denominator among competing domestic political forces. Had it not been for Kishida, the speed and degree of Japan's recent transformation in security policies would have been unlikely. In light of these findings, we conclude by considering the policy implications for understanding Japan's security posture.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.974
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.001

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.

Opus teacher head0.039
GPT teacher head0.279
Teacher spread0.240 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it