Evidence map›Paper›PMID 39811320›Full record

ArticleHeliyon2025

Assessing the impact of public perception and willingness-to-pay on reducing smog in Pakistan: Evidence from Lahore City.

Riaz Ahmad, Fanglin Li, Ibrar Hussain, Azmat Hayat

RetractedAbstract readRetracted Publication
In one paragraph

Article in Heliyon, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It has been retracted, and should not be counted. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Biocontrol potential of Bacillus subtilis WL2.3 in mitigating Phytophthora infestans infection in potatoes.International microbiology : the official journal of the Spanish Society for Microbiology · 2025
    Article
  2. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

4 authors.

Riaz AhmadSchool of Finance and Economics, Jiangsu University, PR China.
Fanglin LiSchool of Finance and Economics, Jiangsu University, PR China.
Ibrar HussainDepartment of Economics, University of Malakand, Pakistan.
Azmat HayatDepartment of Economics, University of Malakand, Pakistan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Smog pollution is a major global issue affecting Pakistan's major cities, particularly Lahore. The study aims to explore the public perception and willingness to pay (WTP) for smog reduction via the Contingent Valuation Method (CVM). This study uses a structured interview schedule and interval regression model to analyse the public perception and willingness to pay for smog reduction. Findings reveal that only 46 % of respondents perceive smog pollution "strongly severe," attributing it primarily to industrial (43 %) and vehicular (35 %) emissions. Furthermore, after receiving the information, the respondents' WTP increased from 68 PKR to 84 PKR. However, respondents were more willing to pay for self-protection than to support the control and preventive measures. Socioeconomic factors such as education and income significantly influence WTP for smog reduction. This research underscores the need for enhanced public awareness and participation in smog mitigation for sustainable development.

Indexed as

Interval regression modelPublic participationPublic perceptionSmogSocioeconomic factorsWillingness to pay (WTP)

Identifiers

PMID39811320
PMCPMC11732572

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.