MétaCan
Menu
Back to cohort
Record W2330150661 · doi:10.5509/2005783403

Philippine Defense Policy in the 21st Century: Autonomous Defense or Back to the Alliance?

2005· article· en· W2330150661 on OpenAlexvenueno aff
Renato Cruz De Castro

Bibliographic record

VenuePacific Affairs · 2005
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicEconomic Zones and Regional Development
Canadian institutionsnot available
Fundersnot available
KeywordsAlliancePolitical scienceSelf defenseDefense industryDefence mechanismsInternational tradeAeronauticsBusinessLawEngineeringBiology

Abstract

fetched live from OpenAlex

a result of the Philippine Senate's decision not to ratify a new base treaty on September 16, 1991, the United States withdrew its forces from the Philippines in November 1992. This event heralded Manila's attempts to discontinue its alliance-based defense policy and forge an independent defense capability. The Philippine government announced its plan to modernize its armed forces through the acquisition of modern aircraft, fast-attack crafts, reconnaissance aircraft and corvettes. In the postUS bases era, the Philippine government appeared determined to undertake a series of decisions and actions aimed at developing an autonomous defense posture. Unfortunately, such attempts began to falter less than two years after the Philippine government passed a law in 1995, providing for the modernization of the Armed Forces of the Philippines (AFP) . The financially constrained AFP could barely cover its basic manpower and logistics requirements, and even a modest modernization programme had to be put on the back burner. Thus, a few years after the withdrawal of American forces from the country, the Philippines began looking again to the US for its defense needs. In 1998, Manila formulated a visiting forces agreement with Washington, authorizing the resumption of large-scale cooperative military activities between the two countries. The terrorist attacks in New York and

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.025
Threshold uncertainty score0.064

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0030.005
Scholarly communication0.0120.010
Open science0.0010.003
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0120.001

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 head0.030
GPT teacher head0.226
Teacher spread0.195 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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

Citations14
Published2005
Admission routes1
Has abstractyes

Explore more

Same venuePacific AffairsSame topicEconomic Zones and Regional DevelopmentFrench-language works237,207