Evidence map›Paper›PMID 41663720›Full record

ReviewNPJ digital medicine2026

Toward integrated sleep health: multimodal AI in Hang Hao Meng agent.

Mingjian Cai, Sugai Liang, Shuai Zhen, Siwei Wei, Tao Sun, Junwei Liu, Hongjing Mao, Junhang Zhang

Abstract readReview
In one paragraph

Review in NPJ digital medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Mingjian Cai *Affiliated Mental Health Center & Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Sugai Liang *Affiliated Mental Health Center & Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Shuai Zhen *Ant Group, Hangzhou, China.
Siwei WeiAffiliated Mental Health Center & Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Tao SunAnt Group, Hangzhou, China.
Junwei LiuAnt Group, Hangzhou, China.
Hongjing MaoAffiliated Mental Health Center & Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China. 13777861972@163.com.
Junhang ZhangAffiliated Mental Health Center & Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China. 13757155899@163.com.

Funding

Annual "Pioneer & Leader + X" Science and Technology Plan of the Zhejiang Provincial Department of Science and Technology 2025C01103Pioneer and Leading Goose Research and Development Program of Zhejiang Province; the East-West Cooperation Program 2024C04024Research Program of the Zhejiang Health Information Association 2024XHSZ-Z06
6 · The paper itself

Abstract

This Perspective introduces 'Hang Hao Meng', an AI-powered sleep health expert agent for comprehensive patient management. Leveraging large language models, multimodal analytics, and a digital-human interface, it delivers end-to-end services from screening to personalized treatment. Deployed at scale, the agent has provided triage for over four million individuals and completed 90,000+ screenings, demonstrating a scalable model for enhancing accessibility and personalized care in sleep medicine.

Identifiers

PMID41663720
PMCPMC13000207

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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 Socratic graph.