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Contextual Metadata in Digital Aggregations: Application of Collection-Level Subject Metadata and its Role in User Interactions and Information Retrieval
Article discussing a study of contextual metadata in digital aggregations. Results of this study prove importance of provision of collection-level metadata in general and subject metadata in particular to enhance user experiences and information retrieval in digital libraries.
Reproducible Research in Linguistics: A Position Statement on Data Citation and Attribution in Our Field
This article is a position statement on reproducible research in linguistics, including data citation and attribution, that represents the collective views of some 41 colleagues.
Job Satisfaction, Work Engagement, and Turnover Intention of Career and Technical Education Health Science Teachers
Article describes study which examines the relationships between job satisfaction, work engagement, and turnover intention of Career and Technical Education (CTE) health science teachers in the United States (US).
An exploration of text mining of narrative reports of injury incidents to assess risk
In this article, a topic model was explored using unsupervised machine learning to summarized free-text narrative reports of 77,215 injuries that occurred in coal mines in the USA between 2000 and 2015. Latent Dirichlet Allocation modeling processes identified six topics from the free-text data. The modeling success enjoyed in this exploratory effort suggests that additional topic mining of these injury text narratives is justified, especially using a broad set of covariates to explain variations in topic emphasis and for comparison of surface mining injuries with injuries occurring during site preparation for construction.
Care, Communication, Support: Core for Designing Meaningful Online Collaborative Learning
Article describes study seeking to identify emergent themes regarding higher education instructors’ perceptions concerning the provision of collaborative learning activities and opportunities in their online classroom.
Exploring the richness of collection-level subject metadata in three large-scale digital libraries
This article reports results of a study that used an in-depth comparative content analysis to assess free-text and controlled vocabulary collection-level subject metadata in three large-scale digital libraries in the European Union and the USA.
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