ReviewNPJ digital medicine2025
How generative AI voice agents will transform medicine.
Review in NPJ digital medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
9 citing papers in PubMed.
- Exploring needs and priorities in digital health management for rare disease patients and their caregivers: A mixed-methods study.PLOS digital health · 2026Article
- Integrating artificial intelligence into paediatric interventional radiology: a review of emerging applications and future directions.Pediatric radiology · 2026Review
- Shadow AI in Consumer Health: The Case for Safe Adoption of National Health AI Assistants.Mayo Clinic proceedings. Digital health · 2026Review
- Eye-Tracked Visual Attention to Anthropomorphic Appearance and Empathic Responses in AI Medical Conversational Agents: Dissociating Trust Gains from Attentional Synergy.Journal of eye movement research · 2026Article
- The value for money of artificial intelligence-empowered precision medicine: a systematic review and regression analysis.NPJ digital medicine · 2025Article
- A Generative AI Framework for Cognitive Intervention in Older Adults: An Integrated Engineering Design and Clinical Protocol.Healthcare (Basel, Switzerland) · 2025Article
- Reimagining patient-reported outcomes in the age of generative AI.NPJ digital medicine · 2025Review
- Transforming healthcare delivery with conversational AI platforms.NPJ digital medicine · 2025Article
- Feasibility of a multimodal AI-based clinical assessment platform in emergency care: an exploratory pilot study.Frontiers in digital health · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Generative AI voice agents-conversational systems powered by large language models that can understand and produce natural speech in real time-are poised to transform how health systems engage with patients. While technical and implementation challenges remain, with thoughtful design, rigorous validation, and responsible deployment, generative AI voice agents could become a critical extension of the care team, increasing the reach of clinicians and health systems in ways previously limited by human resources.
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.