Test and deploy analytical models of clinical image data

ID: B2AI_USECASE:30

Name: Test and deploy analytical models of clinical image data.

Description: Given the availability of a model of clinical image data (as produced by B2AI_USECASE:25), testing and deploying the model generally involves creating a test data set, preprocessing the data by normalizing and converting it into a format that can be used by the model, evaluating the model's performance on the test set, then optimizing the model by re-training under different parameters or input data until the desired level of performance is achieved. There may be a need for converting the model to a format that can be used in a specific runtime environment or monitoring the model's performance in a production environment and making adjustments as needed. Deploying the analytical model may require consideration of validation, regulatory approval, ethics, and compliance with patient privacy laws.

Category: application

Involved in: Experimental Design, Metadata Management, Quality Control

Data Topics:

Enabled by:

  • B2AI_USECASE:19 (Standardize clinical image data collected from multiple sites and sources.)

  • B2AI_USECASE:25 (Develop models of clinical image data.)

Relevant to GCs:

  • B2AI_ORG:115

Standards and Tools:

Contributor: Harry Caufield (ORCID:0000-0001-5705-7831)