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Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology Automated coding of diagnoses - three methods compared Presenter : Shao-Wei Cheng Authors : Pius Franz, Albrecht Zaiss, Stefan Schulz, Udo Hahn, Rüdiger Klar AMIA 2000
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Intelligent Database Systems Lab N.Y.U.S.T. I. M. 2 Outline Motivation Objective Methodology Experiments Conclusion Personal Comments
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Intelligent Database Systems Lab N.Y.U.S.T. I. M. Motivation In Germany, new legal requirements have raised the importance of the accurate encoding of admission and discharge diseases for in- and outpatients. 3 ?
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Intelligent Database Systems Lab N.Y.U.S.T. I. M. 4 Objectives In response to emerging needs for computer-supported tools, this paper examined three methods for automated coding of German-language free-text diagnosis phrases. ? √
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Intelligent Database Systems Lab N.Y.U.S.T. I. M. Methodology SNOMED encoding ( MSVS and MSMS ) Preprocessing Morphological Segmentation SNOMED Indexing MedSearch retrieval Ranking of Retrieval Terms Exploitation of the SNOMED Hierarchy Retrieval Algorithm 5 Stems, like gastr, hepat, diaphys, Prefixes, like a, de, in, ent, ver, anti, Infixes (e.g., o in gastr-o-intestinal) Derivational suffixes, such as io, ion, ung, Inflectional suffixes, like e, en, s, idis, ae, oris, Eponyms, digits and acronyms like AIDS, ECG, Stems ad Prefixes dec ( 十的意思 ) Inflectional suffixes e Decad ( 十個構成一組 ) Decade ( 十年 )
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Intelligent Database Systems Lab N.Y.U.S.T. I. M. Experiments 6
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Intelligent Database Systems Lab N.Y.U.S.T. I. M. 7 Conclusion A satisfactory quality of automated encoding of free-text diagnoses into ICD is not yet reached. From these results we deduce the following requirements for further work With a comprehensive Thesaurus of Diagnoses, a better support of the clinical jargon will be given. A mapping to synonymous expressions can already be done at the level of lexical morphemes. The latter, provided a formal reconstruction of the ICD, would allow for substituting ICD disease encoding by SNOMED disease encoding.
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Intelligent Database Systems Lab N.Y.U.S.T. I. M. 8 Personal Comments Advantage … Drawback … Application Information retrieval.
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