A Framework for Feature Selection using Natural Language Processing for User Profile Learning for Recommendations of Healthcare Related Content

This paper presents the work done on recommendations of healthcare related journal papers by understanding the semantics of terms from the papers referred by users in past. In other words, user profiles based on user interest within the healthcare domain are constructed from the kind of journal papers read by the users. Multiple user profiles are constructed for each user based on different categories of papers read by the users. The proposed approach goes to the granular level of extrinsic and intrinsic relationship between terms and clusters highly semantically related relevant domain terms where each cluster represents a user interest area. The semantic analysis of terms is done starting from co-occurrence analysis to extract the intra-couplings between terms and then the inter-couplings are extracted from the intra-couplings and then finally clusters of highly related terms are formed. The experiments showed improved precision for the proposed approach as compared to the state-of-the-art technique with a mean reciprocal rank of 0.76.

2021 Top 10 Downloaded Journal Papers

As 2021 draws to an end, and in recognition of the success of our three journals, the JCPP, the CAMH and JCPP Advances, we are proud to present the top 10 most downloaded papers for each journal.

A Scoping Review on Intergenerational Learning in Urban China

Introduction: The ageing world gives rise to changing family structures, as well as the way different generations interact with each other. While research on intergenerational relationships and intergenerational learning have started as early as in the 1960s and 1970s in North America and Europe, little is known about scholarly discussions in this field in China. Purpose: This paper presents an overview of the published journal articles in Chinese on the topic of intergenerational learning in urban China, with the goal of identifying the common themes under discussion, the theoretical frameworks adopted in these studies, and empirical research in this field. Methods: A scoping review was conducted to look for relevant journal papers published in Chinese between the years 2006-2020. We identified 117 journal papers that fit our criteria and a majority of them were found by using the key words gedai jiaoyu (education in skip-generation situations). Conclusion: The overall quality of the published research is poor in that most authors only provided personal observations and opinions. Almost all studies set their focus on grandparenting and emphasis is often placed on how grandparenting affects young children’s growth, with little attention given to its influences on grandparents. Research on intergenerational interactions beyond family settings is almost non-existent. A number of recommendations for future studies are offered at the end of the article.

Sustainable Transportation: An Overview and Fusion for the Last Decade

This paper reviews transportation sustainability from theoretical and experiential approaches collected from previous journal papers and books published on the latest ten years. Application of sustainable policies was faced many problems and limitations. This study assigns the available literature researches related to theoretical and applied sustainability in transportation and road construction fields in addition to self-organized steps. Also, the transport sustainability issues, aspects, visions, challenges, and benefits have been presented. Finally, it discusses the future theoretical and experiential research approaches that can connect the current long-winded literature on transportation sustainability which may generate a number of probable future research directions.

Does Success Breed Success? A Study on the Correlation between Impact Factor and Quantity in Chinese Academic Journals

Purpose This paper studies the relationship between the impact factor (IF) and the number of journal papers in Chinese publishing system. Design/methodology/approach The method proposed by Huang (2016) is used whereas to analysis the data of Chinese journals in this study. Findings Based on the analysis, we find the following. (1) The average impact factor (AIF) of journals in all disciplines maintained a growth trend from 2007 to 2017. Whether before or after removing outlier journals that may garner publication fees, the IF and its growth rate for most social sciences disciplines are larger than those of most natural sciences disciplines, and the number of journal papers on social sciences disciplines decreased while that of natural sciences disciplines increased from 2007 to 2017. (2) The removal of outlier journals has a greater impact on the relationship between the IF and the number of journal papers in some disciplines such as Geosciences because there may be journals that publish many papers to garner publication fees. (3) The success-breeds-success (SBS) principle is applicable in Chinese journals on natural sciences disciplines but not in Chinese journals on social sciences disciplines, and the relationship is the reverse of the SBS principle in Economics and Education & Educational Research. (4) Based on interviews and surveys, the difference in the relationship between the IF and the number of journal papers for Chinese natural sciences disciplines and Chinese social sciences disciplines may be due to the influence of the international publishing system. Chinese natural sciences journals are losing their academic power while Chinese social sciences journals that are less influenced by the international publishing system are in fierce competition. Research limitation More implications could be found if long-term tracking and comparing the international publishing system with Chinese publishing system are taken. Practical implications It is suggested that researchers from different countries study natural science and social sciences journals in their languages and observe the influence of the international publishing system. Originality/value This paper presents an overview of the relationship between IF and the number of journal papers in Chinese publishing system from 2007 to 2017, provides insights into the relationship in different disciplines in Chinese publishing system, and points out the similarities and differences between Chinese publishing system and international publishing system.