MétaCan
Menu
Back to cohort
Record W4365519610 · doi:10.1590/0103-1104202313601i

Brazil’s foreign policy and health (1995-2010): A policy analysis of the Brazilian health diplomacy – from AIDS to ‘Zero Hunger’

2023· article· en· W4365519610 on OpenAlexfundno aff
Célia Almeida, Thaisa Santos Lima, Rodrigo Pires de Campos

Bibliographic record

VenueSaúde em Debate · 2023
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicGlobal Public Health Policies and Epidemiology
Canadian institutionsnot available
FundersUniversity of Ottawa
KeywordsDiplomacyCivil societyForeign policyPolitical scienceState (computer science)Argument (complex analysis)InternationalizationHealth policyForeign policy analysisGovernment (linguistics)Position (finance)Public administrationEconomic growthHealth carePoliticsInternational tradeBusinessMedicineEconomicsLaw

Abstract

fetched live from OpenAlex

ABSTRACT This article analyses, from a policy analysis approach, how health entered Brazilian foreign policy between 1995 and 2010 and supported the country’s international position, which is rarely explored in the literature on Brazilian health diplomacy. By drawing on literature review, document analysis and key-actor interviews, we examined policies triggered by far-reaching and complex historical change processes in Brazil. We find significant interrelationships between foreign policy and social policy, including health. The internationalization of Brazilian domestic policies, and South-South cooperation, played a central role during Lula governments (2003-2010). Health found its way into the foreign policy agenda to support Brazil’s growing international presence. These developments were made possible by the activism and engagement of several of State and non-State actors working on two levels: national and transnational advocacy, and coordinated activities of government representatives, including Brazilian diplomats, and civil society activists. The main argument of this study is that national and international policies are intertwined in this process and that domestic dynamics and societal engagement are essential but more is needed: governmental choices are also determinant. Institutional arrangements and policies shift in different conjunctures and are constantly prone to conflicts and change.

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)0.004
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.173
Threshold uncertainty score0.343

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0020.002
Scholarly communication0.0040.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.041
GPT teacher head0.359
Teacher spread0.318 · 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 designObservational
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

Citations3
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueSaúde em DebateSame topicGlobal Public Health Policies and EpidemiologyFrench-language works237,207