Evidence map›Paper›PMID 40216861›Full record

ArticleScientific reports2025

Industrial water consumption efficiency and driving factors based on the super-efficient SBM and Tobit approach.

Haixia Duo, Ning Wang, Yunfeng Qiao, Zhao Li, Guang Yang, Hongguang Liu, Gang Chen, Fadong Li

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

8 authors.

Haixia Duo *School of Water Conservancy and Architecture Engineering, Shihezi University, Shihezi, 832000, Xinjiang Uygur Autonomous Region, China.
Ning Wang *Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China.
Yunfeng QiaoInstitute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China.
Zhao LiInstitute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China.
Guang YangSchool of Water Conservancy and Architecture Engineering, Shihezi University, Shihezi, 832000, Xinjiang Uygur Autonomous Region, China. mikeyork@163.com.
Hongguang LiuSchool of Water Conservancy and Architecture Engineering, Shihezi University, Shihezi, 832000, Xinjiang Uygur Autonomous Region, China.
Gang ChenDepartment of Civil and Environmental Engineering, Florida A&M University (FAMU)-Florida State University (FSU) Joint College of Engineering, Tallahassee, FL, 32310, USA.
Fadong LiSchool of Water Conservancy and Architecture Engineering, Shihezi University, Shihezi, 832000, Xinjiang Uygur Autonomous Region, China. lifadong@igsnrr.ac.cn.

Funding

the Third Xinjiang Scientific Expedition Program 2021xjkk0804XPCC Finance Science and Technology Project S2023BC4834
6 · The paper itself

Abstract

Water scarcity in arid regions is a significant factor constraining industrial development globally. Xinjiang, which has a huge potential for economic development, is constrained for its local industry development owing to the scarcity of water resources. Enhancing the efficiency of industrial water consumption is thus crucial to alleviate the conflict between water resource constrain and economic development. This study investigated the industrial water consumption efficiency in the economic zone of the northern slope of the Tianshan Mountains (EZNSTM) of Xinjiang from 2001 to 2020. The super-efficient SBM and Tobit model were used to identify the key drivers of regional industrial water consumption efficiency. Factors including economic development, government influence, industrial structure, and urbanization levels were found to affect the overall industrial water consumption efficiency. On the contrary, being open to the outside world and natural resource endowment did not significantly impact the water consumption efficiency. This paper identified the disparities in industrial water use and consumption efficiency across different regions of the EZNSTM and elucidated the primary factors influencing industrial water consumption efficiency in the area, which provided a critical foundation for coordinating future economic development and water resource utilization.

Indexed as

Economic developmentGovernment influenceIndustrial structureIndustrial water useUrbanization levels

Identifiers

PMID40216861
PMCPMC11992205

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.