Paper Info
Title
A method to summarize Disease Based Temporal state of human organ using laboratory test data and UMLS knowledge
Abstract
A novel concept of Disease Based Temporal Score (DT-Score) is introduced to efficiently represent periodic laboratory test data. Through this score, temporal state of an organ can be represented by summarizing periodic laboratory test data. The score can be used to indicate early trend for chronic abnormalities and thus results in an effective wellness measure. Many of these chronic abnormalities have a late manifestation and are major contributors for healthcare cost and mortality. Resources of Unified Medical Language System (UMLS) are introduced for automatic generation of relational tree between laboratory test, disease and organs with relative rank. Doctor's annotations are used to create reference score and data mining techniques are employed in deriving a mathematical model for estimating the DT-Score. A novel human body based summarization is employed for an intuitive view of the DT-Score and resultant temporal state of the associated organ. The proposed method enables an efficient temporal summarization of high volume of laboratory data and eventually reduces the cognitive load on physician. This method has potential to impact larger population as this can be effectively built over low cost regular laboratory test.
Year
DOI
Venue
2012
10.1109/BIBE.2012.6399699
BIBE
Keywords
DocType
Citations 
periodic laboratory test data,temporal state,resultant temporal state,laboratory data,reference score,laboratory test,human organ,efficient temporal summarization,regular laboratory test,UMLS knowledge,Temporal state,data mining technique,chronic abnormality
Conference
0
PageRank 
References 
Authors
0.34
5
6
Name
Order
Citations
PageRank
Raj Roy100.68
Swarupananda Bissoyi200.34
Sandip Bhaumik382.19
Meru A. Patil401.01
Vivekeshwar Sai Bhardwaj500.34
Soubhik Paul672.01