AI Doctor Blog
How Do You Get the Data?
- Ronald M. Razmi, MD
- October 26, 2021
Data to AI is what oil has been to the world economy for the last century. Unless you have plenty of it, you will not be able to get far! It's not enough to get...
Data Standardization and Integration Into Existing Clinical Workflows II
- Ronald M. Razmi, MD
- October 19, 2021
There is an emerging solution for standardizing healthcare data. FHIR utilizes a set of modular components, known as ‘Resources,’ which can be assembled into working systems that will facilitate data sharing within the EHR and...
Data Standardization and Integration Into Existing Clinical Workflows I
- Ronald M. Razmi, MD
- October 12, 2021
Data standardization is critical for aggregating data from different sources to train and use AI algorithms. Data standardization refers to the process of transforming data into a common format that can be understood across different...
Data access laws and Regulatory issues
- Ronald M. Razmi, MD
- October 5, 2021
The GDPR will affect AI implementation in healthcare in several ways. First, it requires explicit and informed consent before any collection of personal data. Informed consent has been a long-standing component of medical practice (unlike...
Obtaining Data to Train AI Models
- Ronald M. Razmi, MD
- September 29, 2021
To create large and diverse datasets used for training algorithms that will perform as planned in clinical practice, you need data from multiple institutions. This will minimize the chance of using data that is too...