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Record W6957844444 · doi:10.6084/m9.figshare.12348848

Human Security and Public Diplomacy

2020· article· en· W6957844444 on OpenAlexaboutno aff

Bibliographic record

VenueFigshare · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicPublic health and occupational medicine
Canadian institutionsnot available
Fundersnot available
KeywordsPublic diplomacyHuman securityDiplomacySecurity studiesInternational securityForeign policyRelevance (law)Promotion (chess)

Abstract

fetched live from OpenAlex

Both human security and public diplomacy have been openly criticised for their lack of precision. They also both belong to the area of foreign policy. This paper deals with the interplay between public diplomacy and human security in the field of foreign policy. First, definitions of human security are reviewed, and three main groups of definitions of this term are provided. Second, the concept of public diplomacy is explained, emphasising the evolution of “classic” diplomacy and its functions. The final part of the paper looks at the relevance of public diplomacy to the promotion of human security. To do so, case studies of policies of the two main human security supporters, Japan and Canada, have been scrutinised. The main research question posed is whether public diplomacy, and its modern tools such as digital technologies, is used to spread human security values abroad. The key point is that human security – an official policy of the states that affirm it – is promoted through public diplomacy abroad. To verify this claim, the author has looked at the positions of Japan and Canada in this respect.

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)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.921
Threshold uncertainty score0.897

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.005
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)0.1040.000

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 head0.139
GPT teacher head0.404
Teacher spread0.265 · 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
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

Citations0
Published2020
Admission routes1
Has abstractyes

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