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Development of Clinical Information Extraction Model from Unstructured Clinical Reports using Natural Language Processing
DC Field | Value | Language |
---|---|---|
dc.contributor.advisor | 박, 래웅 | - |
dc.contributor.author | 박, 지명 | - |
dc.date.accessioned | 2023-11-16T05:43:54Z | - |
dc.date.available | 2023-11-16T05:43:54Z | - |
dc.date.issued | 2023 | - |
dc.identifier.uri | http://repository.ajou.ac.kr/handle/201003/26836 | - |
dc.language.iso | en | - |
dc.title | Development of Clinical Information Extraction Model from Unstructured Clinical Reports using Natural Language Processing | - |
dc.title.alternative | 자연어 처리 기술을 이용한 비정형 의무 기록지에서의 임상 정보 추출 모델 개발 | - |
dc.type | Thesis | - |
dc.identifier.url | http://dcoll.ajou.ac.kr:9080/dcollection/jsp/common/DcLoOrgPer.jsp?sItemId=000000032486 | - |
dc.subject.keyword | Natural Language Processing | - |
dc.subject.keyword | Machine Learning | - |
dc.subject.keyword | Neoplasms | - |
dc.subject.keyword | Pathology | - |
dc.description.degree | Doctor | - |
dc.contributor.department | 대학원 의생명과학과 | - |
dc.contributor.affiliatedAuthor | 박, 지명 | - |
dc.date.awarded | 2023 | - |
dc.type.local | Theses | - |
dc.citation.date | 2023 | - |
dc.embargo.liftdate | 9999-12-31 | - |
dc.embargo.terms | 9999-12-31 | - |
dc.description.tableOfContents | I. Introduction 1
A. Background 1 B. Purpose of Study 5 II. Materials and Methods 6 A. System Architecture 6 B. Data Source 9 C. Annotation 10 D. Model Development 17 E. Model Validation 23 III. Results 24 A. Annotation 24 B. Model Performance 27 C. Model Validation 45 IV. Discussion 67 A. Main Findings 67 B. Limitations 72 V. Conclusion 75 References 76 | - |
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