TY - GEN
T1 - An up-to-date knowledge-based literature search and exploration framework for focused bioscience domains
AU - Kavuluru, Ramakanth
AU - Thomas, Christopher
AU - Sheth, Amit
AU - Chan, Victor
AU - Wang, Wenbo
AU - Smith, Alan
PY - 2012
Y1 - 2012
N2 - In domain-specific search systems, knowledge of a domain of interest is embedded as a backbone that guides the search process. But the knowledge used in most such systems 1. exists only for few well known broad domains; 2. is of a basic nature: either purely hierarchical or involves only few relationship types; and 3. is not always kept up-to-date missing insights from recently published results. In this paper we present a framework and implementation of a focused and up-to-date knowledge-based search system, called Scooner, that utilizes domain-specific knowledge extracted from recent bioscience abstracts. To our knowledge, this is the first attempt in the field to address all three shortcomings mentioned above. Since recent introduction for operational use at Applied Biotechnology Branch of AFRL, some biologists are using Scooner on a regular basis, while it is being made available for use by many more. Initial evaluations point to the promise of the approach in addressing the challenge we set out to address.
AB - In domain-specific search systems, knowledge of a domain of interest is embedded as a backbone that guides the search process. But the knowledge used in most such systems 1. exists only for few well known broad domains; 2. is of a basic nature: either purely hierarchical or involves only few relationship types; and 3. is not always kept up-to-date missing insights from recently published results. In this paper we present a framework and implementation of a focused and up-to-date knowledge-based search system, called Scooner, that utilizes domain-specific knowledge extracted from recent bioscience abstracts. To our knowledge, this is the first attempt in the field to address all three shortcomings mentioned above. Since recent introduction for operational use at Applied Biotechnology Branch of AFRL, some biologists are using Scooner on a regular basis, while it is being made available for use by many more. Initial evaluations point to the promise of the approach in addressing the challenge we set out to address.
KW - Domain models
KW - Hypothesis generation
KW - Information extraction
KW - Knowledge-based systems
KW - Text mining
UR - http://www.scopus.com/inward/record.url?scp=84863246263&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84863246263&partnerID=8YFLogxK
U2 - 10.1145/2110363.2110396
DO - 10.1145/2110363.2110396
M3 - Conference contribution
AN - SCOPUS:84863246263
SN - 9781450307819
T3 - IHI'12 - Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium
SP - 275
EP - 284
BT - IHI'12 - Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium
T2 - 2nd ACM SIGHIT International Health Informatics Symposium, IHI'12
Y2 - 28 January 2012 through 30 January 2012
ER -