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Record W2109005320 · doi:10.1002/pad.230

Capacity building for policy management through twinning: lessons from a Dutch–Namibian case

2002· article· en· W2109005320 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenuePublic Administration and Development · 2002
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Development and Aid
Canadian institutionsnot available
Fundersnot available
KeywordsGeneral partnershipGovernment (linguistics)Capacity buildingNorwegianQuality (philosophy)Public policyEconomicsPolitical sciencePublic administrationEconomic growthBusinessFinance

Abstract

fetched live from OpenAlex

Abstract Three previous articles of Public Administration and Development carried a debate on the contribution of twinning to capacity building in developing countries. Evidence was adduced to show that twinning could be a reliable vehicle for building and sustaining relevant capacity. On the other hand, some other sources contend that twinning is more of a metaphor than an actual strategy for building capacity. As an actual strategy it may be costly and unsustainable. These cases were part of Swedish, Norwegian and Canadian aid programmes. This article adds insights from a project which was instituted at the instance of the government of Namibia with a Dutch development institution. The focus is in‐country training in policy management for senior public officials and is complemented by off‐the‐job training and programmed visits by both northern and southern partners. The project has four 20‐month cycles and is currently into its second cycle as plans for the third cycle are being finalised. It is generally regarded as successful although this article takes a critical look at the potential of this project to fulfil its original mission of building two types of institutional capacities: high‐quality policy managers within the government and the capacity for policy management training at the country's only national university. It highlights the importance of demand‐drivenness, ownership and partnership, effective integration of theory with practice, mutual respect among partners without jeopardising quality. It also suggests possible strategies for tackling some of the emerging problems. Copyright © 2002 John Wiley & Sons, Ltd.

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.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.975
Threshold uncertainty score0.791

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 science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.151
GPT teacher head0.371
Teacher spread0.219 · 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