Protocol for the automatic extraction of epidemiological information via a pre-trained language model
STAR PROTOCOLS(2023)
Abstract
The lack of systems to automatically extract epidemiological fields from open -ac-cess COVID-19 cases restricts the timeliness of formulating prevention measures. Here we present a protocol for using CCIE, a COVID-19 Cases Information Extraction system based on the pre-trained language model.1 We describe steps for preparing supervised training data and executing python scripts for named entity recognition and text category classification. We then detail the use of ma-chine evaluation and manual validation to illustrate the effectiveness of CCIE.For complete details on the use and execution of this protocol, please refer to Wang et al.2
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Key words
Health Sciences,Clinical Protocol,Computer Sciences
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