Evidence map›Paper›PMID 42466374›Full record

ArticleHealth science reports2026

Obesity Related Out-of-Pocket Expenditure and Productivity Loss: Evidence From Cross-Sectional Study in Bangladesh.

Abdullah Al Marin, Sazia Ahmed, Sajib Chowdhury, Sharmin Akter Keya

Abstract read
In one paragraph

Article in Health science 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
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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.

Abdullah Al MarinEconomics Discipline Khulna University Bangladesh.ORCID https://orcid.org/0009-0005-5096-1453
Sazia AhmedEconomics Discipline Khulna University Bangladesh.ORCID https://orcid.org/0000-0001-7259-8185
Sajib ChowdhuryBangladesh Water Development Board, Government of the People's Republic of Bangladesh, Ministry of Water Resources Dhaka Bangladesh.ORCID https://orcid.org/0000-0002-9120-2972
Sharmin Akter KeyaAhsanullah University of Science and Technology Bangladesh.ORCID https://orcid.org/0000-0001-9118-7760

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background and Aims: Obesity has become a major health issue, especially in developing nations. Along with its direct health effects, obesity creates serious financial consequences for individuals, such as out-of-pocket expenses as well as productivity loss. Thus, the aim of this cross-sectional study is to determine the factors influencing productivity loss and out-of-pocket expenses associated with obesity. Methods: The authors analyzed 250 data collected from the southwest region of Bangladesh, applying ordinary least squares and multinomial logistic regression models using STATA. Results: Descriptive statistics highlight that obese and aged individuals tend to have higher out-of-pocket expenditures. Results from the multinomial logit model indicate that factors such as increasing age, higher family income, lack of regular physical activity, frequent fast-food consumption, and parental BMI significantly influence the likelihood of obesity. In addition, regularity in having lunch or dinner at fast-food restaurants also has a significant impact on respondents being obese. On the other hand, OLS results reveal that being obese or overweight considerably raises OOP costs and reduces productivity. OOP and productivity loss are further exacerbated by other factors such as family income, eating choices, and annual sick days. Conclusions: Findings of this study shed importance on promoting healthy eating habits and physical activity as an essential strategy in obesity control. Policymakers should prioritize improved food habits and regular physical exercise as fundamental means of a healthy life.

Indexed as

balanced dietbody mass indexobesityphysical activityservices

Identifiers

PMID42466374
PMCPMC13373696

What OpenQuestion holds

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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.