Analyzing students’ opinions about their learning environments and study approaches with Bayesian modeling

L. Kuikka, P. Salokekkilä, Saara Repo, O. Ryynänen
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Abstract

Our own long term experiences as clinical teachers among undergraduate medical students have generated the interest to investigate the plausible connection between students’ study orientation and their learning experiences in small groups. The objective of the study was to assess the hypothesis whether learning in small groups may contribute to study motivation. Participants were 52 undergraduate medical students (10-12 in each group) in the primary health care course between 1st and 5th year during the spring term 2012. The questionnaires used were the Inventory of General studies (IGSO) for study orientation and IQ questionnaire for group learning. The data were analyzed by Bayesian network modeling. In this study, the application used was the Bayminer (www.BayMiner.com) non-linear visualization modeling software. Positive atmosphere in a small group increases study motivation and commitment and predicts mutual trust and gives space to new ideas, where contradictive views can raise interesting discussions. Based on Bayesian modeling it seems that the experience of motivational problems in the present studies may be an indicator of study alienation and connected with the perception of small group dysfunctionality. DOI : 10.14302/issn.2574-612X.ijpr-17-1543 Corresponding author: Liisa Kuikka. D.Med.Sc, University of Helsinki, Department of General Practice and Primary Health Care, P.O. Box 20, FIN-00014 University of Helsinki, Finland, E-mail: liisa.kuikka@helsinki.fi tel. +358-40-7213556 fax +358-9-191 27536. Running title: study approaches with Bayesian modeling
运用贝叶斯模型分析学生对学习环境和学习方法的看法
我们自己作为医学本科学生临床教师的长期经验产生了研究学生的学习取向和他们在小组中的学习经历之间的似是而非的联系的兴趣。本研究的目的是评估小组学习是否有助于学习动机的假设。参与者是2012年春季学期初级卫生保健课程一年级至五年级的52名医科本科生(每组10-12人)。本研究使用的调查问卷为一般研究量表(IGSO)和小组学习智商问卷。采用贝叶斯网络建模对数据进行分析。本研究使用的应用程序是Bayminer (www.BayMiner.com)非线性可视化建模软件。小组中的积极氛围增加了学习动机和承诺,预示着相互信任,并为新想法提供了空间,在那里,矛盾的观点可以引发有趣的讨论。基于贝叶斯模型,本研究中动机问题的体验可能是学习异化的一个指标,并与小团体功能障碍的感知有关。DOI: 10.14302/issn.2574-612X。通讯作者:Liisa Kuikka。d.m.。赫尔辛基大学,全科医学和初级卫生保健系,芬兰赫尔辛基大学,FIN-00014,邮政信箱20号,E-mail: liisa.kuikka@helsinki.fi电话+358-40-7213556传真+358-9-191 27536。题目:贝叶斯建模的研究方法
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