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Sentiment Analysis of Suicide Notes: A Shared Task
This paper reports on a shared task involving the assignment of emotions to suicide notes. Two features distinguished this task from previous shared tasks in the biomedical domain. One is that it resulted in the corpus of fully anonymized clinical text and annotated suicide notes. This resource is p...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Libertas Academica
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3299408/ https://www.ncbi.nlm.nih.gov/pubmed/22419877 http://dx.doi.org/10.4137/BII.S9042 |
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author | Pestian, John P. Matykiewicz, Pawel Linn-Gust, Michelle South, Brett Uzuner, Ozlem Wiebe, Jan Cohen, K. Bretonnel Hurdle, John Brew, Christopher |
author_facet | Pestian, John P. Matykiewicz, Pawel Linn-Gust, Michelle South, Brett Uzuner, Ozlem Wiebe, Jan Cohen, K. Bretonnel Hurdle, John Brew, Christopher |
author_sort | Pestian, John P. |
collection | PubMed |
description | This paper reports on a shared task involving the assignment of emotions to suicide notes. Two features distinguished this task from previous shared tasks in the biomedical domain. One is that it resulted in the corpus of fully anonymized clinical text and annotated suicide notes. This resource is permanently available and will (we hope) facilitate future research. The other key feature of the task is that it required categorization with respect to a large set of labels. The number of participants was larger than in any previous biomedical challenge task. We describe the data production process and the evaluation measures, and give a preliminary analysis of the results. Many systems performed at levels approaching the inter-coder agreement, suggesting that human-like performance on this task is within the reach of currently available technologies. |
format | Online Article Text |
id | pubmed-3299408 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Libertas Academica |
record_format | MEDLINE/PubMed |
spelling | pubmed-32994082012-03-12 Sentiment Analysis of Suicide Notes: A Shared Task Pestian, John P. Matykiewicz, Pawel Linn-Gust, Michelle South, Brett Uzuner, Ozlem Wiebe, Jan Cohen, K. Bretonnel Hurdle, John Brew, Christopher Biomed Inform Insights Original Research This paper reports on a shared task involving the assignment of emotions to suicide notes. Two features distinguished this task from previous shared tasks in the biomedical domain. One is that it resulted in the corpus of fully anonymized clinical text and annotated suicide notes. This resource is permanently available and will (we hope) facilitate future research. The other key feature of the task is that it required categorization with respect to a large set of labels. The number of participants was larger than in any previous biomedical challenge task. We describe the data production process and the evaluation measures, and give a preliminary analysis of the results. Many systems performed at levels approaching the inter-coder agreement, suggesting that human-like performance on this task is within the reach of currently available technologies. Libertas Academica 2012-01-30 /pmc/articles/PMC3299408/ /pubmed/22419877 http://dx.doi.org/10.4137/BII.S9042 Text en © the author(s), publisher and licensee Libertas Academica Ltd. This is an open access article. Unrestricted non-commercial use is permitted provided the original work is properly cited. |
spellingShingle | Original Research Pestian, John P. Matykiewicz, Pawel Linn-Gust, Michelle South, Brett Uzuner, Ozlem Wiebe, Jan Cohen, K. Bretonnel Hurdle, John Brew, Christopher Sentiment Analysis of Suicide Notes: A Shared Task |
title | Sentiment Analysis of Suicide Notes: A Shared Task |
title_full | Sentiment Analysis of Suicide Notes: A Shared Task |
title_fullStr | Sentiment Analysis of Suicide Notes: A Shared Task |
title_full_unstemmed | Sentiment Analysis of Suicide Notes: A Shared Task |
title_short | Sentiment Analysis of Suicide Notes: A Shared Task |
title_sort | sentiment analysis of suicide notes: a shared task |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3299408/ https://www.ncbi.nlm.nih.gov/pubmed/22419877 http://dx.doi.org/10.4137/BII.S9042 |
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