The regulation of artificial intelligence in intensive care units: from narrow tools to generalist systems

Artificial intelligence (AI) is increasingly explored for use in intensive care units. While most approved AI devices use narrow models, research is shifting towards generalist systems based on large language models and agentic AI. In this perspective, we propose a five-paradigm framework that shows how regulatory complexity rises with AI functionality and scale. As current regulatory frameworks are device-centric, new approaches like agentic oversight are needed for orchestrating AI systems.

Authors

Institutions

Publication Details

Journal
npj Digital Medicine
Published
2026-03-21
DOI
https://doi.org/10.1038/s41746-026-02535-3
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The regulation of artificial intelligence in intensive care units: from narrow tools to generalist systems

Stephan Buch, Max Ostermann, Susan P. Gilbert, Oscar Freyer et al.
npj Digital Medicine
Artificial Intelligence in Healthcare and Education
article

The regulation of artificial intelligence in intensive care units: from narrow tools to generalist systems

Stephan Buch, Max Ostermann, Susan P. Gilbert, Oscar Freyer, Rebecca Mathias, Anett Schönfelder, Akira-Sebastian Poncette, Henry Orlovsky, Adel Bassily-Marcus, Hannah Sophie Muti
article en

Abstract

Artificial intelligence (AI) is increasingly explored for use in intensive care units. While most approved AI devices use narrow models, research is shifting towards generalist systems based on large language models and agentic AI. In this perspective, we propose a five-paradigm framework that shows how regulatory complexity rises with AI functionality and scale. As current regulatory frameworks are device-centric, new approaches like agentic oversight are needed for orchestrating AI systems.

npj Digital MedicineVol. 9(1)
German Cancer Research Center (DE), Heidelberg University (DE), Helmholtz-Zentrum Dresden-Rossendorf (DE), Humboldt-Universität zu Berlin (DE), Fresenius (Germany) (DE), Yale New Haven Health System (US), University Hospital Carl Gustav Carus (DE), Freie Universität Berlin (DE), Technische Universität Dresden (DE), Charité - Universitätsmedizin Berlin (DE)
Openalex Percentile: Top 15%
Artificial Intelligence in Healthcare and Education
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.