Evidence map›Paper›PMID 41859249›Full record

ArticleFrontiers in public health2026

Energy consumption features, correlative factors, and management strategies of tertiary hospitals across various climate zones in Jiangsu, China.

Xiaolin Ni, Yu Pan, Lixin Peng, Xintong Li, Haibo Xu

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

5 authors.

Xiaolin Ni *School of Management, Xuzhou Medical University, Xuzhou, China.
Yu Pan *School of Management, Xuzhou Medical University, Xuzhou, China.
Lixin PengMedical Affairs Department, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, China.
Xintong LiSchool of Management, Xuzhou Medical University, Xuzhou, China.
Haibo XuSchool of Management, Xuzhou Medical University, Xuzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: In line with China's "Dual Carbon" goals, achieving a green transformation of the healthcare system is imperative. This study aims to identify the factors driving energy use and to explore energy-saving strategies in large tertiary general hospitals across various architectural climate zones, thereby providing insights for sustainable development within the healthcare sector. Methods: Adopting a research design of "quantitative as the main approach, supplemented by qualitative" methods, we integrated data analysis, field surveys, and questionnaires. The study examined 12 tertiary general hospitals in Jiangsu Province from 2022 to 2023, collecting on-site building data and energy management information. Data analysis combined Spearman correlation analysis with findings from the questionnaire surveys. Results: The analysis revealed that hospitals in different climate zones exhibited similar quarterly patterns of energy use, but the key correlative factors varied significantly. Specifically, energy consumption in cold zones was primarily affected by operational scale, whereas in hot-summer-cold-winter zones, it was influenced by both hospital size and external temperature. Field surveys indicated that although all sampled hospitals had implemented some energy-saving technologies and management systems, none had installed real-time online energy monitoring systems. Conclusion: To establish efficient, low-carbon, and resilient hospitals, tailored strategies are recommended. For cold zones, the focus should be on optimizing energy structures, building design, and facility layout. For hot-summer-cold-winter zones, improving building insulation is crucial. Furthermore, accelerating investment in intelligent carbon-monitoring systems, managing energy hardware upgrades at the source, and enhancing staff energy-saving awareness are essential steps forward.

Indexed as

ClimateConservation of Energy ResourcesTertiary Care CentersChinaHumansSurveys and Questionnairescorrelative factorsenergy conservationenergy consumptionpublic healthtertiary hospitals

Identifiers

PMID41859249
PMCPMC12997266

What OpenQuestion holds

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LicenceCC BY
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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.