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Record W4211253129 · doi:10.4000/cea.6474

Social Protection and Cash Transfers in Mozambique: Between international consensus and local agency1

2021· article· en· W4211253129 on OpenAlex
Maria Clara Oliveira, Teresa Almeida Cravo

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueCadernos de Estudos Africanos · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicPoverty, Education, and Child Welfare
Canadian institutionsDiscovery Air (Canada)
Fundersnot available
KeywordsSocial protectionCash transfersPaceConditional cash transferPovertySocial policyEconomic growthInternational developmentPublic policyCashDevelopment economicsPolitical scienceEconomicsFinance

Abstract

fetched live from OpenAlex

Abstract This article examines the rise of cash transfer programs and their embrace, since the 1990s, as a central element in global public policy on economic and social development and poverty reduction. Focusing on the example of Mozambique, an early adopter of such programs, it analyses the relationship between international organizations, development aid agencies, national government and local agents in the field, in the design and delivery of social protection policy. While external actors have been important in shaping Mozambican public policy, this study reveals the relevant role played by the country’s domestic actors in agenda-setting, conception and implementation of a cash transfer program as early as 1990, and its evolution over the subsequent three decades. In this interplay between international and local levels of decision- and policy-making, the article looks into the barriers to the program’s reach, pace and limited impact.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.236
Threshold uncertainty score0.583

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 studies0.0000.000
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 head0.030
GPT teacher head0.298
Teacher spread0.268 · 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