ReviewHeliyon2025
Advancements and trends in cooperative economy research - A Knowledge Map analysis based on CiteSpace and Bibliometrix.
Review in Heliyon, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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.
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.
Who cites it
1 citing paper in PubMed.
- Integrating Artificial Intelligence and Precision Therapeutics for Advancing the Diagnosis and Treatment of Age-Related Macular Degeneration.Bioengineering (Basel, Switzerland) · 2025Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Given the rapid development and widespread application of the cooperative economy, an in-depth understanding and continuous focus on its research has become necessary. This study utilizes bibliometric analysis tools, CiteSpace and Bibliometrix, along with visualization techniques, to systematically analyze the progression and trends in cooperative economy research. Each of these tools has its unique advantages and functionalities that supplement each other in the application of bibliometric analysis, enhancing the comprehensiveness and effectiveness of the research. The aim of this study is to reveal the core themes, knowledge structure, and academic influence of cooperative economy research, providing valuable insights and references for future studies. Furthermore, this study explores the application and combination of CiteSpace and Bibliometrix in bibliometric analysis, offering a new perspective for research methodology. The findings are anticipated to contribute to the further development of cooperative economy research, providing theoretical and practical references for the sustainable development of society and economy.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.