Evidence map›Paper›PMID 42036507›Full record

ArticleScientific reports2026

Digital deepening and carbon outcomes in China's production network using an integrated framework combining decoupling and decomposition analyses with probabilistic STIRPAT projections.

Yuzhuo Huang, Xiang Li, Ken'ichi Matsumoto

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

3 authors.

Yuzhuo HuangSchool of Business, Heze University, 2269 Daxue Road, Mudan District, Heze City, Shandong Province, China. huangyuzhuo@hezeu.edu.cn.
Xiang LiSchool of Business, Heze University, 2269 Daxue Road, Mudan District, Heze City, Shandong Province, China.
Ken'ichi MatsumotoFaculty of Economics, Toyo University, Tokyo, Japan.

Funding

Heze University XY23BS47Heze University XY24BS19
6 · The paper itself

Abstract

China's digital transformation is increasingly embodied in digital goods and services used as intermediate inputs in production. Yet existing research still provides limited evidence on whether the carbon implications of digital deepening are stable across regions and sectors, through which mechanisms they evolve, and how such heterogeneity translates into future emissions risk. To address this gap, we conceptualize digitalization as production-embedded digital inputs and examine how these inputs reshape production-based emissions across heterogeneous provincial roles and interindustry stages in China. We harmonize Asian Development Bank input-output tables with CO

Indexed as

DecouplingDigital–carbon nexusDigital inputsIntermediate demandLMDI decompositionSTIRPAT projections

Identifiers

PMID42036507
PMCPMC13284230

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.