Evidence map›Paper›PMID 41760707›Full record

ArticleScientific reports2026

Explorative industrial internet promotes open green innovation in manufacturing enterprises.

Rui Hu, Ma Guoyong, Adnan Abbas, Muhammad Umair Wattoo

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

4 authors.

Rui HuCollege of Economics and Management, Northeast Forestry University, Harbin, China.
Ma GuoyongCollege of Economics and Management, Northeast Forestry University, Harbin, China. maguoyong@nefu.edu.cn.
Adnan AbbasSchool of Accounting, Harbin Finance University, Harbin, China.
Muhammad Umair WattooCollege of Economics and Management, Northeast Forestry University, Harbin, China.

Funding

Natural Science Foundation of Heilongjiang Province Project No. LH2023G003
6 · The paper itself

Abstract

This study investigates the effect of the explorative industrial Internet on open green innovation in manufacturing enterprises. This study draws on a robust theoretical foundation to develop and examine the hypothesized relationships among the key framework variables. A total of 406 manufacturing enterprises participated in the study through a structured questionnaire survey. SEM was used to analyze the collected data and test the relationships described in this study. The results show that manufacturing enterprises benefit from the direct and significant relationship between explorative industrial Internet and open green innovation. The relationship between the explorative industrial Internet and open green innovation in manufacturing is boosted by value co-creation, which advanced manufacturing technology facilitates as a crucial mediator. Firm resources are necessary when companies use the explorative industrial Internet to enhance innovation results. This research provides vital insights for scholars and business professionals on how digital transformation enables manufacturing enterprises to develop sustainable innovation. This study provides essential operational guidance to organizations seeking to integrate industrial Internet technologies to enable open green innovation and competitive market advantage. This study advances academic knowledge of digital transformation and sustainable innovation by analyzing the relationships between explorative industrial Internet open green innovation and advanced manufacturing technology. This study explains why manufacturers use digital technologies to improve their sustainability and economic performance.

Indexed as

Explorative industrial internetFirm resourcesOpen green innovationValue co-creation

Identifiers

PMID41760707
PMCPMC13049139

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.