Title
Cohort Selection for Clinical Trials Using Multiple Instance Learning.
Abstract
•Cohort selection requires the information across all of the patient’s health records.•MILs under the bag- and the embedded-space paradigms are generally better.•MILs generally perform better than their single instance counterpart approaches.•MIL approach is more effective in criteria requiring overall comprehension.•Other approaches perform well for criteria with unambiguous definitions.
Year
DOI
Venue
2020
10.1016/j.jbi.2020.103438
Journal of Biomedical Informatics
Keywords
DocType
Volume
Cohort selection,Multiple instance learning,Clinical natural language processing,Electronic health records
Journal
107
ISSN
Citations 
PageRank 
1532-0464
0
0.34
References 
Authors
17
6
Name
Order
Citations
PageRank
Hong-Jie Dai112.04
Feng-Duo Wang200.34
Chih-Wei Chen300.34
Chu-Hsien Su401.69
Chi-Shin Wu501.01
Jitendra Jonnagaddala64610.28