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license: apache-2.0 |
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task_categories: |
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- text-classification |
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language: |
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- en |
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tags: |
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- medical |
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size_categories: |
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- 100K<n<1M |
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--- |
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# Dataset Card for Dataset Name |
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## Dataset Description |
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- **Homepage:** https://github.com/NASA-Tournament-Lab/CDC-NLP-Occ-Injury-Coding |
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- **Repository:** |
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- **Paper:** |
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- **Leaderboard:** |
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- **Point of Contact:** |
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### Dataset Summary |
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Dataset used in 2018 NASA-Tournament-Lab organized in collaboration with National Institute for Occupational Safety and Health (NIOSH), |
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The goal of the competition was to classify unstructured free-text “injury narratives” |
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recorded in surveillance systems into injury codes from the Occupational Injuries and Illnesses Classification System (OIICS) |
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### Supported Tasks and Leaderboards |
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This is a multi-class text classification task.The training dataset includes 48 classifiable event codes distributed across 7 categories: |
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* Violence and other injuries by persons and animals |
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* Transportation incidents |
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* Fires and explosions |
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* Falls, slips, and trips |
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* Exposure to harmful substances or environments |
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* Contact with objects and equipment |
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* Overexertion and bodily reaction |
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For example the text 'DOING UNSPECIFIED LIFTING AT WORK AND DEVELOPED PAIN ACROSS CHEST CHEST PAIN' is coded by 71 which means 'Overexertion involving outside sources' |
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More details on the categories and event codes can be found at: https://wwwn.cdc.gov/wisards/oiics/Trees/MultiTree.aspx?TreeType=Event |
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### Languages |
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[More Information Needed] |
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## Dataset Structure |
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### Data Instances |
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[More Information Needed] |
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### Data Fields |
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* text: injury narrative description |
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* sex : sex |
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* age : age |
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* event : OIICS code, which is the classfication label |
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### Data Splits |
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| name |train|test|full_dataset | |
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|----------|----:|-----------:|----:| |
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|plain_text|153,956| 75,864|229,820| |
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## Dataset Creation |
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### Curation Rationale |
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[More Information Needed] |
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### Source Data |
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#### Initial Data Collection and Normalization |
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[More Information Needed] |
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#### Who are the source language producers? |
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[More Information Needed] |
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### Annotations |
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#### Annotation process |
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[More Information Needed] |
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#### Who are the annotators? |
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[More Information Needed] |
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### Personal and Sensitive Information |
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[More Information Needed] |
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## Considerations for Using the Data |
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### Social Impact of Dataset |
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[More Information Needed] |
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### Discussion of Biases |
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[More Information Needed] |
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### Other Known Limitations |
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[More Information Needed] |
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## Additional Information |
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### Dataset Curators |
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[More Information Needed] |
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### Licensing Information |
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[More Information Needed] |
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### Citation Information |
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[More Information Needed] |
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### Contributions |
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[More Information Needed] |
