Evidence map›Paper›PMID 40108598›Full record

ArticleBMC medical education2025

Visualization analysis of CBL application in Chinese and international medical education based on big data mining.

Junyan Yue, Yun Shang, Hongkai Cui, Changhua Liang, Qingwu Wu, Junqiang Zhao, Huifang Wang, Dongmin Han, Zhiping Zhu

Abstract read
In one paragraph

Article in BMC medical education, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

9 authors.

Junyan YueThe First Affiliated Hospital of Xinxiang Medical University, Weihui, China. yuejunyan@126.com.
Yun ShangThe First Affiliated Hospital of Xinxiang Medical University, Weihui, China.
Hongkai CuiThe First Affiliated Hospital of Xinxiang Medical University, Weihui, China.
Changhua LiangThe First Affiliated Hospital of Xinxiang Medical University, Weihui, China.
Qingwu WuThe First Affiliated Hospital of Xinxiang Medical University, Weihui, China.
Junqiang ZhaoMedical Imaging School of Xinxiang Medical University, Weihui, China.
Huifang WangMedical Imaging School of Xinxiang Medical University, Weihui, China.
Dongmin HanThe First Affiliated Hospital of Xinxiang Medical University, Weihui, China.
Zhiping ZhuThe First Affiliated Hospital of Xinxiang Medical University, Weihui, China.

Funding

2021 Henan Medical Pedagogy Research Project Wjlx20213502022 Henan Medical Pedagogy Research Project Wjlx20221042024 Research and Practice Project of Education and Teaching Reform of Henan Province 2024SJGLX01412024 Research and Practice Project of Education and Teaching Reform of Xinxiang Medical College 2024-XYJG-04,2024-XYJG-125Key educational planning projects of Henan Province 2021JKZD09
6 · The paper itself

Abstract

objectiveTo employ big data mining to provide a visualization analysis of Case-Based Learning (CBL) application in Chinese and international medical education, with the aim of observing the potential applications of CBL.

methodsAll included literature was obtained from the Web of Science (WoS) core collection database, Chinese core periodicals database, Chinese Social Sciences Citation Index (CSSCI), Chinese Science Citation Database of China National Knowledge Infrastructure (CNKI), Wangfang Database, and CQVIP Database. CiteSpace software (6.1.6R6) was used to conduct an in-depth investigation from four perspectives: quantitative analysis of literature, network analysis of co-occurring authors, network analysis of co-occurring research institutions, keyword clustering and burst analysis.

resultsA total of 721 Chinese articles and 537 English articles were included, demonstrating an exponential growth trend. Notably, no author exhibited a prolific publication rate within a short timeframe. Bursting keywords in English literature encompassed topics related to students' learning, teaching curriculum, methods, and location. In contrast, Chinese literature focused on students' learning, teaching methods, courses, application fields as well as national policy and the Ministry of Education of the People's Republic of China (MOE) guidance. The keyword clusters include research on care, community practice, special projects and groups, teaching methods, and capacity development of participants in English literature. For Chinese literature, the clusters include research national policy guidance, teaching reform, mode and evaluation and various disciplines.

conclusionCBL holds immense potential for implementation across diverse disciplines, community practices, and special projects within medical education. The practical application of CBL is continuously evolving in response to changing times and can be seamlessly integrated into different contexts influenced by environmental factors and policies.

Indexed as

Big DataData MiningEducation, MedicalProblem-Based LearningChinaCurriculumHumansBig dataCase-based learningChinese and international medical educationVisualization analysis

Identifiers

PMID40108598
PMCPMC11924676

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.