Evidence map›Paper›PMID 42686821›Full record

ArticleScientific reports2026

The impoverishing effect of tobacco expenditures.

Elvina Merkaj, Drini Imami, Edvin Zhllima, Jeffrey Drope

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Elvina MerkajPolytechnic University of Marche, Ancona, Italy. e.merkaj@univpm.it.
Drini ImamiAgricultural University of Tirana, Tirana, Albania. dimami@ubt.edu.al.
Edvin ZhllimaAgricultural University of Tirana, Tirana, Albania.
Jeffrey DropeJohns Hopkins Bloomberg School of Public Health, Baltimore, USA. jdrope@jhu.edu.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Tobacco consumption is a major source of health and financial burden, yet evidence on its association with household poverty remains limited. This study examines how tobacco-related expenditures are associated with both the incidence and depth of poverty in Albania. Using nationally representative data from the Household Budget Survey, we estimate poverty indicators under three alternative definitions of household resources: observed expenditure, expenditure net of tobacco spending, and expenditure net of both tobacco and smoking-attributable healthcare costs. The results show that accounting for tobacco-related expenditures is associated with higher poverty levels. Under the most comprehensive scenario, approximately 13,000 additional households (representing nearly 60,000 individuals, including over 10,000 children) fall below the poverty line because of related tobacco expenditures. The headcount ratio increases from about 27% to 29%, while the poverty gap widens by around 2% points. Complementary regression analysis further indicates that higher tobacco expenditure shares are associated with a greater likelihood of being poor. These findings suggest that tobacco-related expenditures are closely associated with economic vulnerability and highlight the potential contribution of tobacco control policies to improving financial protection, reducing poverty-related vulnerability, and supporting broader public health and social development objectives.

Indexed as

Health ExpendituresPovertyAlbaniaFamily CharacteristicsHumansAlbaniaGovernment policyPovertyTobacco expenditures

Identifiers

PMID42686821
PMCPMC13538644

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.