Title :
Hippocrates: A Context-Aware, Collaboration Enabling Search Tool
Author :
Aravanis, Georgios ; Bucur, Anca ; Pechenizkiy, Mykola
Author_Institution :
Precision & Decentralized Diagnostics, Philips Res., Eindhoven, Netherlands
Abstract :
As the volume of medical literature is growing rapidly, search engines implementing the basic information retrieval model often fail to address the information needs of the medical professionals. In this paper we propose a search tool that aims to capture the information need of the clinical user by including concepts from the context in the searching process. Three different approaches were implemented and evaluated, the pre-filtering, the query expansion and the reranking. The system also supports Collaborative Information Seeking (CIS) through algorithmic and User Interface (UI) interventions. The returned citations on a given query are reranked based on the ratings that team members have assigned for similar cases making use of the scoring proposed by the ISpy system. The results from the evaluation of the proposed tool show that pre-filtering performed better than the alternative contextualization search approaches in terms of precision.
Keywords :
content-based retrieval; information retrieval; medical information systems; search engines; user interfaces; CIS; Collaborative Information Seeking; Hippocrates; ISpy system; User Interface interventions; alternative contextualization search approach; basic information retrieval model; clinical user; collaboration enabling search tool; context-aware search tool; medical literature; medical professionals; prefiltering; query expansion; reranking; returned citations; search engine; searching process; Algorithm design and analysis; Collaboration; Context; Filtering; Medical diagnostic imaging; Search engines; Usability; Collaborative information seeking; Context aware systems; Information need; Search tool;
Conference_Titel :
Computer-Based Medical Systems (CBMS), 2015 IEEE 28th International Symposium on
Conference_Location :
Sao Carlos
DOI :
10.1109/CBMS.2015.77