Professional language in Swedish clinical text: Linguistic characterization and comparative studies

This study investigates the linguistic characteristics of Swedish clinical text in radiology reports and doctor's daily notes from electronic health records (EHRs) in comparison to general Swedish and biomedical journal text. We quantify linguistic features through a comparative register analys...

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Published inNordic journal of linguistics Vol. 37; no. 2; pp. 297 - 323
Main Authors Smith, Kelly, Megyesi, Beata, Velupillai, Sumithra, Kvist, Maria
Format Journal Article
LanguageEnglish
Published Cambridge, UK Cambridge University Press 01.10.2014
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ISSN0332-5865
1502-4717
1502-4717
DOI10.1017/S0332586514000213

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Abstract This study investigates the linguistic characteristics of Swedish clinical text in radiology reports and doctor's daily notes from electronic health records (EHRs) in comparison to general Swedish and biomedical journal text. We quantify linguistic features through a comparative register analysis to determine how the free text of EHRs differ from general and biomedical Swedish text in terms of lexical complexity, word and sentence composition, and common sentence structures. The linguistic features are extracted using state-of-the-art computational tools: a tokenizer, a part-of-speech tagger, and scripts for statistical analysis. Results show that technical terms and abbreviations are more frequent in clinical text, and lexical variance is low. Moreover, clinical text frequently omit subjects, verbs, and function words resulting in shorter sentences. Clinical text not only differs from general Swedish, but also internally, across its sub-domains, e.g. sentences lacking verbs are significantly more frequent in radiology reports. These results provide a foundation for future development of automatic methods for EHR simplification or clarification.
AbstractList This study investigates the linguistic characteristics of Swedish clinical text in radiology reports and doctor's daily notes from electronic health records (EHRs) in comparison to general Swedish and biomedical journal text. We quantify linguistic features through a comparative register analysis to determine how the free text of EHRs differ from general and biomedical Swedish text in terms of lexical complexity, word and sentence composition, and common sentence structures. The linguistic features are extracted using state-of-the-art computational tools: a tokenizer, a part-of-speech tagger, and scripts for statistical analysis. Results show that technical terms and abbreviations are more frequent in clinical text, and lexical variance is low. Moreover, clinical text frequently omit subjects, verbs, and function words resulting in shorter sentences. Clinical text not only differs from general Swedish, but also internally, across its sub-domains, e.g. sentences lacking verbs are significantly more frequent in radiology reports. These results provide a foundation for future development of automatic methods for EHR simplification or clarification.
This study investigates the linguistic characteristics of Swedish clinical text in radiology reports and doctor's daily notes from electronic health records (EHRs) in comparison to general Swedish and biomedical journal text. We quantify linguistic features through a comparative register analysis to determine how the free text of EHRs differ from general and biomedical Swedish text in terms of lexical complexity, word and sentence composition, and common sentence structures. The linguistic features are extracted using state-of-the-art computational tools: a tokenizer, a part-of-speech tagger, and scripts for statistical analysis. Results show that technical terms and abbreviations are more frequent in clinical text, and lexical variance is low. Moreover, clinical text frequently omit subjects, verbs, and function words resulting in shorter sentences. Clinical text not only differs from general Swedish, but also internally, across its sub-domains, e.g. sentences lacking verbs are significantly more frequent in radiology reports. These results provide a foundation for future development of automatic methods for EHR simplification or clarification. Adapted from the source document
Author Kvist, Maria
Velupillai, Sumithra
Smith, Kelly
Megyesi, Beata
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CitedBy_id crossref_primary_10_1016_j_jbi_2015_08_013
crossref_primary_10_1017_S0332586515000293
crossref_primary_10_1109_ACCESS_2019_2946622
crossref_primary_10_1177_21582440231218078
Cites_doi 10.1136/amiajnl-2013-001810
10.1016/S1532-0464(03)00012-1
10.1016/j.jbi.2004.08.004
10.1136/amiajnl-2012-001453
10.3384/nejlt.2000-1533.1331
10.1016/j.jbi.2005.02.009
10.1186/2041-1480-2-S3-S1
10.1017/CBO9780511814358
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DocumentTitleAlternate PROFESSIONAL LANGUAGE IN SWEDISH CLINICAL TEXT
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Keywords radiology reports
doctor’s daily notes
part-of-speech tagging
medical terminology
clinical text
comparative register analysis
electronic health records
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Snippet This study investigates the linguistic characteristics of Swedish clinical text in radiology reports and doctor's daily notes from electronic health records...
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SubjectTerms Abbreviations
clinical text
comparative register analysis
Computational Linguistics
Computer Generated Language Analysis
Discourse Functions
doctor's daily notes
electronic health records
Function words
Languages
Linguistics
Medical Language
medical terminology
part-of-speech tagging
radiology reports
Scientific Technical Language
Sentence Structure
Statistical Analysis
Swedish
Swedish language
Tagging
Verbs
Title Professional language in Swedish clinical text: Linguistic characterization and comparative studies
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