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Record W4321496147 · doi:10.1177/00208817231154054

Operationalizing Human Security: What Role for the Responsibility to Protect?

2023· article· en· W4321496147 on OpenAlexaboutno aff
Raymond Kwun-Sun Lau

Bibliographic record

VenueInternational Studies · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Peace and Security Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsHuman securityOperationalizationSecurity studiesResponsibility to protectCritical security studiesDignityPolitical scienceHuman rightsInternational securityNational securityLivelihoodScope (computer science)SociologyPublic administrationLawCloud computing securityNetwork security policyEpistemologyComputer scienceGeography

Abstract

fetched live from OpenAlex

The concept of human security, whose origin could be traced back to the 1994 Human Development Report published by the United Nations Development Programme (UNDP) represents an ambitious attempt to broaden the meaning of security and, perhaps most importantly, challenge the state-centric notion of national security. A resolution (A/RES/66/290) adopted by the United Nations (UN) General Assembly in September 2012 has, for the first time in UN history, formally recognized human security as an approach to ‘assist Member States in identifying and addressing widespread and cross-cutting challenges to the survival, livelihood and dignity of their people’. While the discussion of the human security concept continued within the UN, the advocacy of key UN member states for human security had been shifted to the Responsibility to Protect (R2P). Considering the fact that the potential role of the R2P to promote and operationalize human security has not been adequately explored, this article seeks to understand the positive potential role that R2P can play in operationalizing human security by exploring the relationship between the two. Acknowledging the efforts of Lloyd Axworthy, the former Canadian foreign minister, in situating ‘human security in the R2P era’, this article argues that R2P plays an important role in clarifying the scope and sharpening the focus of human security. This, therefore, can help strengthen the implementation of the human security concept.

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)0.011
metaresearch head score (Gemma)0.009
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 score0.015
Threshold uncertainty score0.086

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.009
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.002
Science and technology studies0.0060.088
Scholarly communication0.0150.026
Open science0.0010.008
Research integrity0.0050.010
Insufficient payload (model declined to judge)0.0050.001

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 head0.083
GPT teacher head0.450
Teacher spread0.367 · 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

Citations3
Published2023
Admission routes1
Has abstractyes

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