Evidence map›Paper›PMID 42147204›Full record

ArticlePNAS nexus2026

A multilayered framework for advancing rapid and cost-effective electric power system decarbonization.

Jian Shi, Zirui Tong, Dan Wang, Chenye Wu, Zhu Han, Yijie Yang, Kaushik Rajashekara

Abstract read
In one paragraph

Article in PNAS nexus, 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

7 authors.

Jian ShiDepartment of Electrical and Computer Engineering, University of Houston, 4222 Martin Luther King Boulevard, TX 77204, USA.ORCID https://orcid.org/0000-0001-5777-3678
Zirui TongDepartment of Industrial and Systems Engineering, University of Houston, 4222 Martin Luther King Boulevard, TX 77204, USA.
Dan WangDepartment of Computing, The Hong Kong Polytechnic University, 11 Yuk Choi Rd, Kowloon 999077, Hong Kong.
Chenye WuSchool of Science and Engineering, The Chinese University of Hong Kong, 2001 Longxiang Boulevard, Shenzhen 518172, Guangdong, China.
Zhu HanDepartment of Electrical and Computer Engineering, University of Houston, 4222 Martin Luther King Boulevard, TX 77204, USA.
Yijie YangDepartment of Computing, The Hong Kong Polytechnic University, 11 Yuk Choi Rd, Kowloon 999077, Hong Kong.ORCID https://orcid.org/0000-0002-0723-3785
Kaushik RajashekaraDepartment of Electrical and Computer Engineering, University of Houston, 4222 Martin Luther King Boulevard, TX 77204, USA.ORCID https://orcid.org/0000-0001-8839-4187

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The decarbonization of electric power systems is a critical step in mitigating climate change and achieving global climate targets. Yet current approaches often address policy, markets, technology, and consumer behavior in isolation, making it difficult to design coherent and adaptive decarbonization pathways across stakeholders. To address this gap, we propose a three-layer, feedback-oriented framework for balanced power-system decarbonization. The framework explicitly links: (i) carbon accountability and policy design (layer 1), (ii) carbon-electricity market integration (layer 2), and (iii) data-driven carbon visibility and consumer engagement (layer 3). Unlike prior work, which typically examines these domains separately, our contribution is in organizing them into a unified architecture with bidirectional feedback channels that together form a closed-loop decarbonization governance structure, so that policy, market signals, operational performance, and consumer behavior can dynamically inform one another. By clarifying the interdependencies across layers, defining essential versus complementary research areas, and demonstrating how the framework may be implemented modularly, this perspective provides a structured research agenda for rapid, resilient, and socially equitable power-system decarbonization.

Indexed as

decarbonizationelectric power systemsenergy burdenenergy transitionnet-zero

Identifiers

PMID42147204
PMCPMC13176453

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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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.