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SCIENTIFIC TECHNOLOGY LIBRARY / 05

Digital Health & Artificial Intelligence

Decision support, analytics and digital biomarkers.

Editorial review: November 2026
Data science and software visualization05 / 06
01

Overview

Digital health includes remote monitoring, decision-support software, data analytics and AI models. Intended use and risk differ substantially between products.

02

Biological mechanism

Algorithms learn patterns from images, signals, records and other data. Utility depends on data quality and intended clinical context.

03

Preclinical evidence

Performance in retrospective development datasets does not guarantee performance in real clinical settings.

04

Human studies

Some AI-enabled devices have undergone regulatory review. Clinical validation, external testing and real-world performance should be assessed for each system.

05

Limitations & safety

Bias, privacy, cybersecurity, external validation, model changes and human oversight are central considerations.

References and further reading

  1. FDA — AI-enabled medical devices

This page is for scientific education, not personal medical advice, an approved-treatment claim or a product recommendation. Each source must be read within its own scope.