A heuristic hierarchical scheme for academic search and retrieval     

Emmanouil Amolochitis  Ioannis T. Christou  Zheng-Hua Tan  Ramjee Prasad 《Information processing & management》2013

We present PubSearch, a hybrid heuristic scheme for re-ranking academic papers retrieved from standard digital libraries such as the ACM Portal. The scheme is based on the hierarchical combination of a custom implementation of the term frequency heuristic, a time-depreciated citation score and a graph-theoretic computed score that relates the paper’s index terms with each other. We designed and developed a meta-search engine that submits user queries to standard digital repositories of academic publications and re-ranks the repository results using the hierarchical heuristic scheme. We evaluate our proposed re-ranking scheme via user feedback against the results of ACM Portal on a total of 58 different user queries specified from 15 different users. The results show that our proposed scheme significantly outperforms ACM Portal in terms of retrieval precision as measured by most common metrics in Information Retrieval including Normalized Discounted Cumulative Gain (NDCG), Expected Reciprocal Rank (ERR) as well as a newly introduced lexicographic rule (LEX) of ranking search results. In particular, PubSearch outperforms ACM Portal by more than 77% in terms of ERR, by more than 11% in terms of NDCG, and by more than 907.5% in terms of LEX. We also re-rank the top-10 results of a subset of the original 58 user queries produced by Google Scholar, Microsoft Academic Search, and ArnetMiner; the results show that PubSearch compares very well against these search engines as well. The proposed scheme can be easily plugged in any existing search engine for retrieval of academic publications.  相似文献   

When is a Physical Concept born? The Emergence of ‘Work’ as a Magnitude of Mechanics     

Nikos Emmanouil Kanderakis 《Science & Education》2010,19(10):995-1012

The physical magnitude ‘work’ has a long history. It emerged when two different practices, performed during the whole eighteenth century, met each other. The first was theoretical, practiced by philosophers and mathematicians, and was related mainly to the ‘living forces’ (vires vivae). The second was empirical, practiced by engineers, and was related to the work and the effectiveness of the motor engines. In both activities, the products ‘weight (or force) multiplied by height (or displacement)’ were used for calculations. Can we regard that these products constitute a well defined physical magnitude and are anticipations of the magnitude ‘work’? Modern historians of science assert that ‘work’, as a magnitude of mechanics, was created in France, at the beginning of the nineteenth century. Why? In order to examine these issues, a brief survey into the history of the relevant ideas will be done, and a number of characteristics, acquired by the magnitude of ‘work’ through the historical process of its construction, will be presented. These characteristics may help to depict a magnitude, in general, which is autonomous and embedded in a physical theory. Finally, from the historical data concerning the history of ‘work’, some educational implications will be considered.  相似文献   

Reengineering Academic Teams Toward a Network Organizational Structure*     

Emmanouil Kaldis  Konstantinos Koukoravas  Christos Tjortjis 《Decision Sciences Journal of Innovative Education》2007,5(2):245-266

This article examines student teamwork in the academic field from a structural perspective. Student teams are often prearranged and then left to organize themselves and get on with their work, without any further structural support; this, however, can become a negative experience on teamwork. A varied contribution among team members often occurs and unavoidably leads to friction and reduced performance. The aim of this project is to explore the main problems in academic teamwork and investigate tools that provide relevant solutions. We present the concept of network organizational structure and discuss how this can improve collaboration and communication. The main tools to achieve a structural transformation from the more traditional form of team organization to the fairer network form, and their implications are discussed.  相似文献   

Assessing the difference in learning gain between a mixed reality application and drawing screencasts in neuroanatomy     

James D. Pickering  Antoniou Panagiotis  Georgios Ntakakis  Alkinoos Athanassiou  Emmanouil Babatsikos  Panagiotis D. Bamidis 《Anatomical sciences education》2022,15(3):628-635

Augmented, mixed, and virtual reality applications and content have surged into the higher education arena, thereby allowing institutions to engage in research and development projects to better understand their efficacy within curricula. However, despite the increasing interest, there remains a lack of robust empirical evidence to justify the mainstream acceptance of this approach as an effective and efficient learning tool. In this study, the impact of a mixed reality application focused on long spinal cord sensory and motor pathways is explored in comparison to an existing resource already embedded within an active curriculum (e.g., anatomy drawing screencasts). To assess the changes in learner gain, a quasi-randomized control trial with a pre- and post-test methodology was used on a cohort of Year 2 medical students, with both the absolute and normalized gain calculated. Similar patterns of learner gain were observed between the two groups; only the multiple-choice questionnaires were shown to be answered significantly higher with the screencast group. This study adds important empirical data to the emerging field of immersive technologies and the specific impact on short-term knowledge gain for neuroanatomy teaching, specifically that of long sensory and motor pathways. Despite the limitations of the study, it provides important additional data to the field and intends to support colleagues across the education landscape in making evidence-informed decisions about the value of including such resources into their curricula.  相似文献