Department of Counseling and Human Development Services, University of Georgia.
J Couns Psychol. 2017 Nov;64(6):604-615. doi: 10.1037/cou0000218.
Historical trends in a scientific field should be apparent in the changing content of journal articles over time. Using a topic modeling approach, a statistical method for quantifying the thematic content of text, 70 topics were extracted from the abstracts of 3,603 articles published in the from 1963 to 2015. After examining interpretability of 70 topics derived from the model, 64 meaningful topics and their trends were named. In addition, the authors also classified some of the related topics into 4 categories-counseling process and outcome, multiculturalism, research methodology, and vocational psychology. Counseling process and outcome related topics have decreased recently, while topics relating to multiculturalism and diversity have shown increasing trends. The authors also discussed trends that were observed and tried to account for the changing frequencies of some important research topics within these categories. (PsycINFO Database Record
历史趋势在一个科学领域应该明显的变化内容的期刊文章随着时间的推移。使用主题建模方法,一种统计方法来量化文本的主题内容,70 个主题从摘要中提取 3603 篇文章发表在 1963 年至 2015 年。经过检查可解释性 70 个主题从模型中,64 个有意义的主题和他们的趋势被命名。此外,作者还将一些相关的主题分为 4 类——咨询过程和结果、多元文化主义、研究方法和职业心理学。咨询过程和结果相关的主题已经减少了最近,而主题与多元文化和多样性显示出增长的趋势。作者还讨论了观察到的趋势,并试图解释在这些类别中一些重要的研究课题的变化频率。