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Numerical eligibility criteria in clinical protocols: annotation, automatic detection and interpretation
Abstract : Clinical trials are fundamental for evaluating therapies and diagnosis techniques. Yet, recruitment of patients remains a real challenge. Eligibility criteria are related to terms but also to patient laboratory results usually expressed with numerical values. Both types of information are important for patient selection. We propose to address the processing of numerical values. A set of sentences extracted from clinical trials are manually annotated by four annotators. Four categories are distinguished: C (concept), V (numerical value), U (unit), O (out position). According to the pairs of annotators, the inter-annotator agreement on the whole annotation sequence CV U goes up to 0.78 and 0.83. Then, an automatic method using CFRs is exploited for creating a supervised model for the recognition of these categories. The obtained F-measure is 0.60 for C, 0.82 for V , and 0.76 for U .
Cited literature [17 references]
https://hal.archives-ouvertes.fr/hal-01618930
Contributor : Vincent Claveau Connect in order to contact the contributor
Submitted on : Tuesday, November 21, 2017 - 6:29:48 PM
Last modification on : Friday, April 8, 2022 - 4:08:03 PM
Contributor : Vincent Claveau Connect in order to contact the contributor
Submitted on : Tuesday, November 21, 2017 - 6:29:48 PM
Last modification on : Friday, April 8, 2022 - 4:08:03 PM
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AIME2017_VF.pdf
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