AI & ML Training Datasets and Demo Videos
Datasets behind our EMS AI and ML prototypes, plus a demo video. Use of everything on this page is governed by the ownership and terms of use below.
Training Datasets
Each link opens a shared Google Drive location. Contents, formats and file sizes are shown in Drive.
Paramedic AI dataset
Data for the Paramedic AI Copilot prototype.
Open on Google DriveParamedic AI Scientist dataset
Data for the Paramedic AI Scientist prototype.
Open on Google DriveAdditional EMS AI training datasets
Extra EMS AI training data to support development and evaluation of EMS AI and ML models.
Open on Google DriveWatch the demo
Video not loading? Watch it on YouTube.
Ownership & terms of use
1. Ownership
All datasets, code, models, documentation and other materials created by Dominique R. Ball and published on this page are the property of Dominique R. Ball [confirm whether EMARI or another entity should be named as holder]. © 2026 Dominique R. Ball. All rights reserved except as expressly granted below.
2. Permitted use
You may use these materials for non-commercial research and education, provided you give attribution (see section 7) and comply with these terms.
3. Restrictions
- No commercial use, sale or sublicensing without prior written permission
- No redistribution or re-hosting of the datasets or code
- No use to train or fine-tune commercial models without prior written permission
- No attempt to re-identify any person or to link the data with other sources to do so
- No use in direct patient care, diagnosis, or treatment decisions
4. Third-party material
Some work builds on third-party datasets, libraries or models (for example public clinical or waveform datasets). That material is not owned by the owner above and remains under its original license and terms, which you must follow. [List third-party sources per dataset.]
5. Data and privacy
The datasets are intended to contain no protected health information and to be simulated, public or de-identified [confirm for each dataset before publishing]. If you believe a file contains identifiable information, stop using it and contact us immediately.
6. Not medical advice
These materials are for research and education. They are not medical devices, are not clinically validated, and must not be used for patient care or to replace clinical judgment, protocols or medical direction.
7. Attribution
Cite as: Ball, D. R. (2026). [Dataset name]. Emergency Medicine AI Research Initiative. https://emari.it.com/.
8. No warranty
Materials are provided "as is" without warranties of any kind, including accuracy, completeness, fitness for a particular purpose, or non-infringement.
9. Limitation of liability
To the fullest extent permitted by law, the owner and EMARI are not liable for any damages arising from use of these materials.
10. Changes, termination and governing law
Access may be changed or withdrawn at any time, and your permission ends automatically if you breach these terms. These terms are governed by the laws of [state/country], [venue].
11. Permissions and takedown requests
For commercial licensing, permissions, or concerns, email emergencymedai@gmail.com.