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Record W2023453272 · doi:10.5539/jpl.v2n2p68

The Impact of Singapore’s Military Development on Malaysia’s Security

2009· article· en· W2023453272 on OpenAlexvenueno aff
Mohamad Faisol Keling, Md. Shukri Shuib, Mohd Na’eim Ajis

Bibliographic record

VenueJournal of Politics and Law · 2009
Typearticle
Languageen
FieldSocial Sciences
TopicAsian Studies and History
Canadian institutionsnot available
Fundersnot available
KeywordsOffensiveMilitary doctrineStrategic defenceDoctrineRevolution in Military AffairsMilitary scienceMilitary threatMilitary theoryMilitary policyPolitical scienceIndependence (probability theory)Development economicsEconomic growthLawBusinessEngineeringOperations researchEconomics

Abstract

fetched live from OpenAlex

In this intense era of military and defense development in South East Asia, Singapore has emergence as the fastest country in the development of military capabilities. The rapid military development that started in 1965 has made Singapore become the strongest and finest in military and defense compared to other Southeast Asia nations. Singapore’s decision to be independent from Malaysia has forced it to be self-reliant, especially in terms of security and defense. Singapore adopted the approach to develop and strengthen its defense and military system after achieving independence in 1965. Its increasing economic development in1990 has influenced the military development process and defense system. This rapid expansion has made Singapore emergence as the strongest and most advanced in military capabilities country in the Southeast Asian region. The offensive defense doctrine practiced such as forward defense, poison shrimp, pre-emptive strike and strategic weaponry ownership had raised concerns among leaders in the Southeast Asian countries. At the same time, Malaysia has also taken action to speed up its military development, diversifying the defense doctrine including total defense, complete military with modern and sophisticated defense equipment. It is speculated as a result of the security impact that Malaysia face from Singapore’s military development. Hence, this study tries to elaborate the impact or security implications on Malaysia resulting from Singapore’s military development from the Malaysian military perspective.

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.

How this classification was reachedexpand

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.891
Threshold uncertainty score0.372

Codex and Gemma teacher scores by category

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

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.

Opus teacher head0.015
GPT teacher head0.303
Teacher spread0.288 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations7
Published2009
Admission routes1
Has abstractyes

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