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Record W4404570561 · doi:10.1093/heapro/daae142

Watered down: a cross-case political economy analysis of sugar-sweetened beverage taxes in Vanuatu and Fiji

2024· article· en· W4404570561 on OpenAlexaff
Lana Elliott, Gade Waqa, Amerita Ravuvu, Sarah L Dalglish, Stephanie M. Topp

Bibliographic record

VenueHealth Promotion International · 2024
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicGlobal Public Health Policies and Epidemiology
Canadian institutionsVictoria Park
FundersJames Cook University
KeywordsPoliticsContext (archaeology)IncentiveCapital (architecture)Political capitalPower (physics)Social capitalEconomicsPolitical economyPolitical scienceMarket economyGeography

Abstract

fetched live from OpenAlex

Taxes on sugar-sweetened beverages (SSBs) in Vanuatu and Fiji are praised for their alignment with the World Health Organization's noncommunicable diseases Best Buy policy recommendations. SSB taxes also intersect with economic, trade and commercial interests as well as complex domestic and international power dynamics. Yet, to date, the role of these broader interests and power dynamics in shaping SSB tax adoption in Vanuatu and Fiji has remained underexamined. Drawing on Bourdieu's forms of capital and triangulating interview (n = 50), document (n = 461) and observational data, this cross-case political economy analysis sought to understand where forms of power reside, how they manifest, and what impact they have on the alignment between SSB tax in Vanuatu and Fiji and national and global goals and priorities. Three interconnected themes emerged from the analysis: the influence of domestic industry actors in a context of shifting fiscal and trade incentives; the pivotal agenda-setting role of pro-tax multisectoral coalitions and the way political instability lent importance to informal policy processes. Findings evidence the varying influence of economic, social, and cultural capitals across the policy cycle and showcase the way in which actors strategically deployed, lost or re-imagined their capitals to secure policy influence. Importantly, cultural capital was essential to leveraging influence across the policy cycle and more inward-facing systems favoured the protection of domestic actors and industries, including their economic capital. From a health perspective, these political forces ultimately culminated in weaker or 'watered down' SSB taxes in both Vanuatu and Fiji.

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)0.001
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.863
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.046
GPT teacher head0.381
Teacher spread0.335 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations4
Published2024
Admission routes1
Has abstractyes

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