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--- |
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annotations_creators: |
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- expert-generated |
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language: |
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- en |
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language_creators: |
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- expert-generated |
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license: |
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- apache-2.0 |
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multilinguality: |
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- monolingual |
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pretty_name: clinical_trial_reason_to_stop |
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size_categories: |
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- 1K<n<10K |
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source_datasets: |
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- original |
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tags: |
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- bio |
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- research papers |
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- clinical trial |
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- drug development |
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task_categories: |
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- text-classification |
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task_ids: |
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- multi-class-classification |
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- multi-label-classification |
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--- |
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# Dataset Card for Clinical Trials's Reason to Stop |
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## Table of Contents |
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- [Table of Contents](#table-of-contents) |
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- [Dataset Description](#dataset-description) |
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- [Dataset Summary](#dataset-summary) |
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) |
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- [Languages](#languages) |
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- [Dataset Structure](#dataset-structure) |
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- [Data Instances](#data-instances) |
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- [Data Fields](#data-fields) |
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- [Data Splits](#data-splits) |
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- [Dataset Creation](#dataset-creation) |
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- [Curation Rationale](#curation-rationale) |
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- [Source Data](#source-data) |
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- [Annotations](#annotations) |
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- [Personal and Sensitive Information](#personal-and-sensitive-information) |
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- [Considerations for Using the Data](#considerations-for-using-the-data) |
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- [Social Impact of Dataset](#social-impact-of-dataset) |
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- [Discussion of Biases](#discussion-of-biases) |
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- [Other Known Limitations](#other-known-limitations) |
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- [Additional Information](#additional-information) |
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- [Dataset Curators](#dataset-curators) |
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- [Licensing Information](#licensing-information) |
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- [Citation Information](#citation-information) |
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- [Contributions](#contributions) |
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## Dataset Description |
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- **Homepage:** https://www.opentargets.org |
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- **Repository:** https://github.com/LesyaR/stopReasons |
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- **Paper:** |
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- **Point of Contact:** data@opentargets.org |
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### Dataset Summary |
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This dataset contains a curated classification of more than 5000 reasons why a clinical trial has suffered an early stop. |
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The text has been extracted from clinicaltrials.gov, the largest resource of clinical trial information. The text has been curated by members of the Open Targets organisation, a project aimed at providing data relevant to drug development. |
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All 17 possible classes have been carefully defined: |
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- Business_Administrative |
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- Another_Study |
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- Negative |
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- Study_Design |
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- Invalid_Reason |
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- Ethical_Reason |
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- Insufficient_Data |
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- Insufficient_Enrollment |
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- Study_Staff_Moved |
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- Endpoint_Met |
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- Regulatory |
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- Logistics_Resources |
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- Safety_Sideeffects |
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- No_Context |
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- Success |
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- Interim_Analysis |
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- Covid19 |
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### Supported Tasks and Leaderboards |
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Multi class classification |
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### Languages |
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English |
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## Dataset Structure |
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### Data Instances |
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```json |
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{'text': 'Due to company decision to focus resources on a larger, controlled study in this patient population."', |
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'label': 'Another_Study'} |
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``` |
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### Data Fields |
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`text`: contains the reason for the CT early stop |
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`label`: contains one of the 17 defined classes |
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### Data Splits |
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[More Information Needed] |
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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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This dataset has an Apache 2.0 license. |
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### Citation Information |
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[More Information Needed] |
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### Contributions |
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Thanks to [@ireneisdoomed](https://github.com/<github-username>) for adding this dataset. |
