Terms beginning with a capital letter have the meaning defined in Table 1. Terms beginning with a small letter have the meaning commonly defined for the context in which they are used. For instance, Table 1 defines Licence but does not define licence.
A dash “-” preceding a Term in Table 1 indicates the following readings according to the font:
- Normal font: the Term in the table without a dash and preceding the one with a dash should be read before that Term. For example, “Avatar” and “- Model” will yield “Avatar Model.”
- Italic font: the Term in the table without a dash and preceding the one with a dash should be read after that Term. For example, “Avatar” and “- Portable” will yield “Portable Avatar.”
Other Capitalised terms have been defined by other MPAI Technical Specifications. All MPAI-defined Terms are accessible online.
Table 1 – General MPAI-AIF terms
Term | Definition |
Access | The process of a User or a Service to perform a data operation or function on the AIH platform. |
AI Framework (AIF) | The environment where AIWs are executed. |
AI Health (AIH) Data | Health-related data entering the AIH Platform. |
– Anonymisation | A mechanism that protects private or sensitive data by erasing or encrypting identifiers that connect an individual to stored data. |
– De-identification | A mechanism that breaks the link between data and the individual with whom the data is initially associated. It is a type of data anonymization. |
AI Module (AIM) | A processing element receiving AIM-specific Inputs and producing AIM-specific Outputs according to according to its Function. An AIM may be an aggregation of AIMs. |
AIH Model | An AIM trained model for processing AIH Data. |
– Instance | A local End User instance of the AIH model. |
AI Workflow (AIW) | A structured aggregation of AIMs implementing a Use Case receiving AIW-specific inputs and producing AIW-specific inputs according to its Function. |
AIH Platform | The ICT platform offering AIH services. |
– Back End | The part of the AIH Platform collecting, storing, and processing health data, and carrying out Federated Learning functions on the AI Models from the Front-end. |
– Front-End | The end-user devices collecting and processing personal health data and updating the AI Models received from the AIH Platform Back End. |
AIH Processing Taxonomy | The recognised set of processing that the AIH Platform Back End can execute. |
Audit | Process that determines if the services are safeguarding licencing and maintaining data integrity and privacy. |
Authentication | Process of verifying and attesting the identification of a User or a Service. |
Blockchain | A shared immutable ledger stored on a peer-to-peer network of computers. |
End User | The holder of an AIH Platform Front-End instance. |
External Communication | Set of services to communicate to a platform other than the AIH Platform. |
External Source | A platform other than the AIH Platform from which the AIH Platform Back End may collect subsidiary data for the integration of relevant information for health-related predictions. |
Federated Learning System (FLS) | The AIW system aggregating the data describing each of the AIH Model Instances for the update of a global Model for AIH system-wide distribution. |
Licence | Document that creates a bond between a User, their AIH Data, the AIH Platform Back Ends, and any Third-Party User expressed by the conditions that regulate the access to that data. |
Provenance | A record trail that accounts for the origin of a piece of data (in a database, document, or repository) together with an explanation of how and why it got to the present place |
Secure Data Vault | A repository that holds several types of data in an encrypted format. Access to the data is controlled by the user through the presentation of appropriate credentials. |
Service | Software functionality, or a set of software functionalities, such as the retrieval of specified information or the execution of a set of operations. |
Smart Contract | A Program stored on a Blockchain that runs when activated by an external entity, e.g., a User or another Smart Contract. |
Third-Party User | An Entity – excluding the AIH System and the End User – accessing the AIH Platform Back End to process some stored AIH data. |
Time series Data | A collection of data points collected over time (e.g., heartbeats /minute, brain electrical activity, electrocardiogram, etc.). |
Token | A Data Type, e.g., name, password, biometrics, etc. |
User | Any entity involved in or accessing the AIH Platform. |