Information Extraction Models for German Clinical Text

被引：3

作者：

Roller, Roland ^{[1
,2
]}

Seiffe, Laura ^{[1
]}

Ayach, Ammer ^{[1
]}

Moller, Sebastian ^{[1
]}

Marten, Oliver ^{[1
]}

Mikhailov, Michael ^{[1
]}

Alt, Christoph ^{[1
]}

Schmidt, Danilo ^{[2
]}

Halleck, Fabian ^{[2
]}

Naik, Marcel ^{[2
]}

Duettmann, Wiebke ^{[2
]}

Budde, Klemens ^{[2
]}

机构：

[1] German Res Ctr Artificial Intelligence DFKI, Speech & Language Technol, Berlin, Germany

[2] Univ Med, Dept Nephrol & Intens Care Med Charite Berlin, Berlin, Germany

来源：

2020 8TH IEEE INTERNATIONAL CONFERENCE ON HEALTHCARE INFORMATICS (ICHI 2020) | 2020年

关键词：

Clinical Text Processing; Information Extraction;

D O I：

10.1109/ICHI48887.2020.9374385

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Tools and resources to automatically process clinical text are very limited, particularly outside the English speaking world. As many relevant patient information within electronic health records are described in unstructured text, this is a clear drawback. In order to slightly overcome this problem, we present information extraction models for German clinical text and make them freely available. The models have been trained on documents of the nephrology domain and do not contain personal information.

引用

页码：527 / 528

页数：2

共 8 条

[1] Akbik Alan, 2018, P 27 INT C COMPUTATI, P1638
[2] Extending the NegEx Lexicon for Multiple Languages
Chapman, Wendy W.
Hillert, Dieter
Velupillai, Sumithra
Kvist, Maria
Skeppstedt, Maria
Chapman, Brian E.
Conway, Mike
Tharp, Melissa
Mowery, Danielle L.
Deleger, Louise
[J]. MEDINFO 2013: PROCEEDINGS OF THE 14TH WORLD CONGRESS ON MEDICAL AND HEALTH INFORMATICS, PTS 1 AND 2, 2013, 192 : 677 - 681
[3] Cotik V, 2016, Negation Detection in Clinical Reports Written in German. In: Proceedings of the Fifth Workshop on Building and Evaluating Resources for Biomedical Text Mining (BioTxtM2016), V2016, P115
[4] Sharing Models and Tools for Processing German Clinical Texts
Hellrich, Johannes
Matthies, Franz
Faessler, Erik
Hahn, Udo
[J]. DIGITAL HEALTHCARE EMPOWERING EUROPEANS, 2015, 210 : 734 - 738
[5] Kara E., 2018, P 14 C NATURAL LANGU
[6] Clinical Natural Language Processing in languages other than English: opportunities and challenges
Neveol, Aurelie
Dalianis, Hercules
Velupillai, Sumithra
Savova, Guergana
Zweigenbaum, Pierre
[J]. JOURNAL OF BIOMEDICAL SEMANTICS, 2018, 9
[7] Nguyen T.H., 2015, P 1 WORKSHOP VECTOR
[8] Roller R., 2016, Proceedings of the Clinical Natural Language Processing Workshop, P69

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