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Record W4411800607 · doi:10.1371/journal.pgph.0004805

The political economy of tobacco of Zimbabwe: An analysis of stakeholder perspectives

2025· article· en· W4411800607 on OpenAlexafffund
Shashika Bandara, Artwell Kadungure, Nhamo Nhamo, Tendai Nyashanu, Ashley Chamunorwa, Jeffrey Drope, Matthew Hunt, Alayne M. Adams, Raphael Lencucha

Bibliographic record

VenuePLOS Global Public Health · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicEnergy and Environment Impacts
Canadian institutionsMcGill UniversityMcGill University Health Centre
FundersCanadian Institutes of Health Research
KeywordsTobacco industryTobacco controlCultivation of tobaccoBusinessGovernment (linguistics)CommodityPovertyStakeholderEconomic growthPolitical scienceAgriculturePublic healthEconomicsPublic relationsGeographyMedicine

Abstract

fetched live from OpenAlex

Tobacco continues to be viewed as a path to economic development by some governments, including Zimbabwe, despite widespread knowledge of tobacco's negative consequences for users, farmers and the environment. Zimbabwe is one of the top five tobacco producers in the world and the largest tobacco producer in the African region. Zimbabwe's focus on tobacco production creates difficulties for the implementation of the World Health Organization Framework Convention on Tobacco Control (WHO FCTC) which it signed in 2014. Our objective was to understand the political economy of tobacco in Zimbabwe, which can inform the implementation of WHO FCTC. We conducted 23 interviews with government, non-governmental, para-statal and other stakeholders in Zimbabwe's tobacco sector. The findings illustrate intersecting issues that make tobacco a complex policy issue in the country. Interviewees indicated that WHO FCTC implementation faces barriers due to tobacco being an important economic commodity. Specifically, interviewees highlighted the prioritization of tobacco in government strategic plans and as a priority agricultural crop. Additionally, lack of alternatives and debt obligations makes it challenging for smallholder farmers to shift away from tobacco. However, findings indicate that tobacco production is facing rising challenges including tobacco use among youth, deforestation and farmer health, poverty and debt making the supply and demand measures of the WHO FCTC even more crucial. These challenges may be starting points to engage with the government in order to encourage strategies to move away from tobacco as a key economic commodity.

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)0.000
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.591
Threshold uncertainty score0.357

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
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 head0.045
GPT teacher head0.295
Teacher spread0.251 · 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 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

Citations2
Published2025
Admission routes2
Has abstractyes

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