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There is a significant need for data integration capabilities in the scientific domain, which has manifested itself as products in the commercial world as well as academia. However, in our experiences in dealing with biological data it has become apparent to us that existing data integration products do not handle uncertainties in the data very well. This leads to systems that often produce an explosion of less relevant answers which subsequently leads to a loss of more relevant answers bydoi:10.1109/ssdbm.2007.36 dblp:conf/ssdbm/LouieDDSTS07 fatcat:aqwmk2azo5hpbp5bq3wi6kfdie