MétaCan
Menu
Back to cohort

Globalization and the National Security State: A Framework for Analysis1

2005· article· en· W2018352233 on OpenAlexaff
Norrin M. Ripsman, T. V. Paul

Bibliographic record

VenueInternational Studies Review · 2005
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Peace and Security Dynamics
Canadian institutionsMcGill University
Fundersnot available
KeywordsGlobalizationState (computer science)Political sciencePolitical economyEconomic systemLawSociologyEconomicsComputer scienceAlgorithm

Abstract

fetched live from OpenAlex

A growing body of scholarly literature argues that globalization has weakened the national security state. In this essay, we examine the globalization school's main propositions by analyzing the national security strategies of four categories of states: (1) major powers, (2) states in stable regions, (3) states in regions of enduring rivalries, and (4) weak and failed states. We conclude that the globalizations school's claims are overstated given that states of all types pursue more traditional security policies than they would expect. To the extent that globalization has affected the pursuit of national security, it has done so unevenly. States in stable regions appear to have embraced the changes rendered by globalization the most, states in regions of enduring rivalries the least. Although the weak and failed states also show signs of having been affected by globalization, many of the “symptoms” they manifest have more to do with internal difficulties than external challenges.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.007
Threshold uncertainty score0.040

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0050.005
Science and technology studies0.0050.022
Scholarly communication0.0070.010
Open science0.0010.005
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0070.001

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 head0.041
GPT teacher head0.424
Teacher spread0.383 · 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 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

Citations53
Published2005
Admission routes1
Has abstractyes

Explore more

Same venueInternational Studies ReviewSame topicGlobal Peace and Security DynamicsFrench-language works237,207