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Record W4399129638 · doi:10.1177/00207020241257640

Book Review: Research Methods in Critical Security Studies: An Introduction

2024· article· en· W4399129638 on OpenAlexaff
Mohamed Elgayar

Bibliographic record

VenueInternational Journal Canada s Journal of Global Policy Analysis · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Security and Public Health
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsSociologyPolitical science

Abstract

fetched live from OpenAlex

critical role in the escalation or elimination of another rivalry.Further, the authors' emphasis on the zero-sum nature of Sino-Indian rivalry in the Asian region neglects the prospect of the two countries cooperating in other domains.Sino-Indian rivalry is indeed a regional phenomenon with global implications.Still, cooperation is possible, such as by developing infrastructure in Africa, establishing energy corridors from West Asia to South Asia and Southeast Asia, and safeguarding maritime domains in the Indian Ocean Region from pirate attacks.The multidimensional cooperation between India and China can elevate the status of both states.Being members of key multilateral organizations, India and China are seeking to lead a multipolar global order.Their collaborative efforts are crucial to redefining and sustaining the emerging order.Institutions like BRICS and the Shanghai Cooperation Organisation can ameliorate the status anxiety between India and China.Overall, the book brings forward interesting arguments, linking positional elements of rivalry as central to the India-China rivalry.This framing challenges how we look at China-India relations and marks a new entry point into how status plays a detrimental role in rivalry models, and a new opportunity for literature on rising states and the changes happening in IR.

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)0.019
metaresearch head score (Gemma)0.016
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.610
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0190.016
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.005
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.112
GPT teacher head0.610
Teacher spread0.498 · 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.

Study designNot applicable
Domainnot available
GenreCommentary

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

Citations0
Published2024
Admission routes1
Has abstractyes

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