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Record W2091289228 · doi:10.1111/ips.12024

Standardization for Transnational Diffusion: The Case of Truth Commissions and Conditional Cash Transfers

2013· article· en· W2091289228 on OpenAlexaff
Marcos Ancelovici, Jane Jenson

Bibliographic record

VenueInternational Political Sociology · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Policy and Reform Studies
Canadian institutionsUniversité de MontréalUniversité du Québec à Montréal
Fundersnot available
KeywordsStandardizationPoliticsSociologyCashMedia studiesPolitical scienceLawEconomics

Abstract

fetched live from OpenAlex

The study of the transnational transfer of practices and institutions generally looks at the intermediary and final stages of the process, with much less attention devoted to its initial steps. In contrast, this article theorizes the early part of the trajectory of transfer, conceptualized as the process through which local ideas and practices are turned into a “standard model,” which we term the process of standardization. Drawing upon the public policy and social movement literatures, we identify three potentially robust mechanisms as central to the process of standardization—certification, decontextualization, and framing—and apply this framework to two cases: the transnational spread of Truth and Reconciliation Commissions and the use of conditional cash transfers as a social policy instrument. We find that the key actors in shaping the content of these standards were neither the innovators nor the early adopters but intermediary entrepreneurs located at the intersection of a complex mix of state and nonstate networks.

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)0.023
metaresearch head score (Gemma)0.043
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.023
Threshold uncertainty score0.122

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0230.043
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0100.032
Scholarly communication0.0130.020
Open science0.0020.012
Research integrity0.0070.006
Insufficient payload (model declined to judge)0.0060.000

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 head0.031
GPT teacher head0.380
Teacher spread0.349 · 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 designQualitative
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

Citations39
Published2013
Admission routes1
Has abstractyes

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