Evidence map›Paper›PMID 42293681›Full record

ArticleFrontiers in public health2026

The green code of heating revolution: exploring the impact of China's northern clean heating pilot on the green total factor energy efficiency.

Lanyue Zhang, Tingting Long, Na Yu

Abstract read
In one paragraph

Article in Frontiers in public health, 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

3 authors.

Lanyue ZhangSchool of Digital Economics, Sichuan University Jinjiang College, Meishan, Sichuan, China.
Tingting LongCollege of Humanities and Law, Chengdu University of Technology, Chengdu, Sichuan, China.
Na YuSchool of Economics and Management, Inner Mongolia University, Hohhot, Inner Mongolia, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

To address severe air pollution caused by winter heating, China has implemented a mandatory clean heating policy in northern regions. Although the environmental benefits of this policy have been recognized, its net impact on green total factor energy efficiency (GTFEE) and the underlying mechanisms remain unclear. This paper regards this policy as a quasi-natural experiment. Based on the panel data of 300 Chinese cities from 2006 to 2022, we use the multi-period difference-in-differences model for causal identification. We find that the GTFEE of pilot cities increased by an average of about 6.5% after policy implementation, and this finding remains robust after excluding contemporaneous environmental policies, providing empirical evidence from China for the Porter hypothesis. Heterogeneity analysis shows that policy effects are more prominent in non-coastal cities, high-tech endowed cities, and high administrative level cities, reflecting the key role of local capacity in policy implementation. The mechanism inspection identified four main transmission paths: industrial structure upgrading, government governance capacity improvement, environmental regulation strengthening, and green technology progress. This study not only provides new evidence from northern China for the Porter effect induced by command-based environmental regulations, but also suggests that future environmental policies should focus more on matching local endowments to achieve precise governance and synergistic efficiency.

Indexed as

Air PollutionConservation of Energy ResourcesEnvironmental PolicyHeatingChinaCitiesHumansclean heating policygreen total factor energy efficiencyinfluence mechanismmulti-period difference-in-differences modelporter hypothesis

Identifiers

PMID42293681
PMCPMC13260239

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.