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Proceedings ArticleDOI

Domain expert topic familiarity and search behavior

TLDR
This study investigates how the search behavior of domain experts changes based on their previous level of familiarity with a search topic, reporting on a user study of biomedical experts searching for a range of domain-specific material.
Abstract
Users of information retrieval systems employ a variety of strategies when searching for information. One factor that can directly influence how searchers go about their information finding task is the level of familiarity with a search topic. We investigate how the search behavior of domain experts changes based on their previous level of familiarity with a search topic, reporting on a user study of biomedical experts searching for a range of domain-specific material. The results of our study show that topic familiarity can influence the number of queries that are employed to complete a task, the types of queries that are entered, and the overall number of query terms. Our findings suggest that biomedical search systems should enable searching through a variety of querying modes, to support the different search strategies that users were found to employ depending on their familiarity with the information that they are searching for.

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Citations
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Journal ArticleDOI

Examining the impact of domain and cognitive complexity on query formulation and reformulation

TL;DR: It is suggested that search tasks can be designed to elicit particular types of search behaviors and, thus, allow researchers to focus attention on particular aspects of IR interactions.

A study of the influence of task familiarity on user behaviors and performance with a MeSH term sugg

TL;DR: In this paper, a user study was conducted to evaluate the effectiveness of a metadata-based query suggestion interface for PubMed bibliographic search, where participants were asked to search requests of their own.
Journal ArticleDOI

A study of the influence of task familiarity on user behaviors and performance with a MeSH term suggestion interface for PubMed bibliographic search

TL;DR: There is a selective compatibility between search familiarity and search interface, and one implication of the research for system evaluation is the importance of taking into consideration task familiarity when assessing the effectiveness of interactive IR systems.
Journal ArticleDOI

Characterizing User Skills from Application Usage Traces with Hierarchical Attention Recurrent Networks

TL;DR: A novel bi-directional recurrent neural network with hierarchical attention mechanism to extract sequential patterns and distinguish informative traces from noise is proposed for the prediction of users’ proficiencies.
Proceedings ArticleDOI

The Effects of Domain and Search Expertise on Learning Outcomes in Digital Library Use

TL;DR: In this paper , the authors demonstrate the interplay between domain and search expertise in digital library searching and demonstrate that search expertise played an important mediating role in learning during the search process.
References
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Journal ArticleDOI

The effects of domain knowledge on search tactic formulation

TL;DR: The tactics of medical students searching a factual database in microbiology were examined; the most common approach was the specification of a concept, followed by the addition of one or more concepts, gradually narrowing the retrieved set before it was displayed.
Proceedings ArticleDOI

Characterizing the influence of domain expertise on web search behavior

TL;DR: Large-scale analysis of real-world interactions allows us to understand how expertise relates to vocabulary, resource use, and search task under more realistic search conditions than has been possible in previous small-scale studies.
Proceedings ArticleDOI

The effects of topic familiarity on information search behavior

TL;DR: Results indicate that as one's familiarity with a topic increases, one's searching efficacy increases and one's reading time decreases, suggesting that it may be possible to infer topic familiarity from information search behavior.
Journal ArticleDOI

Topic familiarity and its effects on term selection and browsing in a thesaurus-enhanced search environment

TL;DR: The results of this study provide design implications as to how to develop personalized search interfaces where users with varying levels of familiarity with search topics can carry out searches.