npj Digital Medicine· 2026Q1
From research to clinical practice: Expert consensus on Neuroimaging AI tools for the Memory clinic (Neuro-AIM)
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- Q1SCImago
- 2026year
Short summary
Sixteen experts reached consensus on eight key statements regarding the purpose, quality, clinical integration, and ethics of AI neuroimaging tools for memory clinics, aiming to bridge the gap between research and clinical practice.
AI-generated from the title and abstract; the full text is not read.
Key points
- Consensus reached on 8 statements regarding AI neuroimaging tools for memory clinics.
- Statements cover tool purpose, quality, clinical integration, and ethical considerations.
- A Delphi process involving 16 experts from diverse backgrounds was used.
- The goal is to accelerate the adoption of AI neuroimaging tools in clinical practice.
AI-generated from the title and abstract; the full text is not read.
Abstract
Abstract Although AI tools for neuroimaging show considerable promise in the diagnosis, prognosis, and management of neurodegenerative disorders, their uptake in memory clinics has been limited. A key barrier is lack of consensus on their effective design and implementation. Here we establish expert consensus on the specific goals, usage and challenges of AI tools for neuroimaging in the memory clinic using a Delphi process. Sixteen experts from clinical, academic, and industry backgrounds participated in three rounds of questionnaires, coordinated by the Imaging Working Group of the Deep Dementia Phenotyping (DEMON) network, with support from a patient and public involvement representative. Consensus was reached on eight statements covering four themes: purpose, quality, interactions with clinicians and memory clinics, and privacy and ethics. Implementation of these recommendations will further the adoption of AI neuroimaging tools from research to clinical practice, improving diagnostic and care pathways for patient benefit.
The authors' abstract, as published at the source. npj Digital Medicine, 2026 · DOI ↗
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Field: Psychiatry and Mental health
Psychiatry and Mental healthMedicine