MétaCan
Menu
Back to cohort
Record W2329216683 · doi:10.5509/2005783423

Japan's Foreign Aid Policy to Africa Since the Tokyo International Conference on African Development

2005· article· en· W2329216683 on OpenAlexvenueno aff
Howard P. Lehman

Bibliographic record

VenuePacific Affairs · 2005
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Development and Aid
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical scienceForeign policyGeographyEconomic growthDevelopment economicsEconomicsPoliticsLaw

Abstract

fetched live from OpenAlex

Japan celebrated its fiftieth year as a major donor in official development assistance in 2004, it is appropriate to reflect on the forces and motivations behind the implementation of foreign aid.1 While the literature on Japan's foreign aid has been informative overall, most of it has focused on the relationship between Japan and other Asian recipient countries. Certainly there is good reason for this emphasis, considering that 90 percent of Japanese aid targets Asian countries. However, the reasons for Japan's official development assistance (ODA) policy to Asia are different, in many significant ways, from its reasons for providing aid to Africa. Previous research has tended to conflate information about Japan's motives towards Africa with its motives towards Asia. This article seeks to

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)0.000
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.968
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.001

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 head0.034
GPT teacher head0.291
Teacher spread0.257 · 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 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

Citations16
Published2005
Admission routes1
Has abstractyes

Explore more

Same venuePacific AffairsSame topicInternational Development and AidFrench-language works237,207