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Bayesian network meta-analysis of the effect of different teaching methods on the effectiveness of teaching medical statistics
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Guo-zhen ZHANG1, 2, Heng YANG1, Wen-jie ZHANG1, Kalibinuer Kadeer1, Guliziba Abulimiti1, Jiang-hong DAI1, 2
Modern Preventive Medicine | 2025, 52(24) : 4603 - 4608
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Modern Preventive Medicine | 2025, 52(24): 4603-4608
• Talent Development •
Bayesian network meta-analysis of the effect of different teaching methods on the effectiveness of teaching medical statistics
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Guo-zhen ZHANG1, 2, Heng YANG1, Wen-jie ZHANG1, Kalibinuer Kadeer1, Guliziba Abulimiti1, Jiang-hong DAI1, 2
Affiliations
  • School of Public Health, Xinjiang Medical University, Urumqi, Xinjiang 830017, China
Published: 2025-12-25 doi: 10.20043/j.cnki.MPM.202507129
Outline
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Objective

To assess the effectiveness of 12 different teaching methods in teaching medical statistics courses.

Methods

CNKI, Wanfang, VIP, China Biological Data Platform, PUBMED and other databases were searched to collect research on teaching methods of medical statistics from the establishment of the database to June 2025. After literature screening, quality assessment and data extraction, Bayesian network Meta-analysis was used to evaluate the effect of each teaching method. The main evaluation indicators were final scores and teaching satisfaction.

Results

A total of 71 articles were included, with a sample size of 12 558 for analysis. Results showed that the final grade and teaching satisfaction of the hybrid teaching (MD=9.874, 95% CI: 7.490-12.230), PBL+CBL (MD=9.460, 95% CI: 5.934-12.998), PBL (MD=8.275, 95% CI: 6.174-10.345), CBL+roll class (MD=7.568, 95% CI: 3.451-11.726), and online+roll class (MD=6.428, 95% CI2.836-10.086), CBL (MD=5.557, 95% CI: 3.126-8.006) had an increase compared with the traditional teaching method. The teaching satisfaction of online+flipped classroom (OR=4.801, 95% CI: 1.083-24.451), CBL+flipped classroom (OR=5.036, 95% CI: 2.297-10.511), blended teaching (OR=5.011, 95% CI: 3.202-7.957), PBL (OR=2.973, 95% CI: 2.121-4.441), CBL (OR=2.653, 95% CI: 1.800-3.977), and PBL+CBL (OR=4.815, 95% CI: 2.709-9.003) had improved. In the ranking of grade probability, The possibility that the flipped classroom and the online+flipped classroom had the best teaching effect was the greatest.

Conclusion

Compared to traditional instructional methods, teaching models such as the flipped classroom, online+flipped classroom, blended learning, and PBL+CBL, CBL+flipped classroom have demonstrated advantages in final exam scores and student satisfaction. Tailoring these innovative teaching strategies to the specific circumstances of the course is expected to effectively enhance the quality of teaching in medical statistics.

Medical statistics  /  Teaching method  /  Network Meta-analysis
张国珍, 杨恒, 张文杰, 喀力比努尔·喀德尔, 古丽孜巴·阿不力米提, 戴江红. 不同教学方法对医学统计学教学效果影响的贝叶斯网状meta分析. 现代预防医学, 2025 , 52 (24) : 4603 -4608 . DOI: 10.20043/j.cnki.MPM.202507129
Guo-zhen ZHANG, Heng YANG, Wen-jie ZHANG, Kalibinuer Kadeer, Guliziba Abulimiti, Jiang-hong DAI. Bayesian network meta-analysis of the effect of different teaching methods on the effectiveness of teaching medical statistics[J]. Modern Preventive Medicine, 2025 , 52 (24) : 4603 -4608 . DOI: 10.20043/j.cnki.MPM.202507129
Year 2025 volume 52 Issue 24
28
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doi: 10.20043/j.cnki.MPM.202507129
  • Receive Date:2025-07-09
  • Online Date:2026-11-02
  • Published:2025-12-25
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  • Received:2025-07-09
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    School of Public Health, Xinjiang Medical University, Urumqi, Xinjiang 830017, China
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表12种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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