Evidence map›Paper›PMID 41366208›Full record

ArticleNature communications2025

A conformal piezoelectric microsystem for demographic-adaptive and calibration-free cuffless blood pressure monitoring.

Cunman Liang, Zhou Jiang, Shirong Qiu, Lei Zhao, Xinxin Mao, Xiao Yang, Yuanting Zhang, Ni Zhao

Abstract read
In one paragraph

Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Review
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.

Cunman Liang *Department of Electronic Engineering, The Chinese University of Hong Kong, Hong Kong, China.
Zhou Jiang *Department of Electronic Engineering, The Chinese University of Hong Kong, Hong Kong, China.
Shirong Qiu *Department of Electronic Engineering, The Chinese University of Hong Kong, Hong Kong, China.
Lei ZhaoDepartment of Electronic Engineering, The Chinese University of Hong Kong, Hong Kong, China.
Xinxin MaoDepartment of Electronic Engineering, The Chinese University of Hong Kong, Hong Kong, China.
Xiao YangHong Kong Centre for Cerebro-cardiovascular Health Engineering (COCHE), Hong Kong, China.ORCID http://orcid.org/0000-0002-0036-1872
Yuanting ZhangDepartment of Electronic Engineering, The Chinese University of Hong Kong, Hong Kong, China.
Ni ZhaoDepartment of Electronic Engineering, The Chinese University of Hong Kong, Hong Kong, China. nzhao@ee.cuhk.edu.hk.ORCID http://orcid.org/0000-0002-1536-8516

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Frequent recalibration poses a significant challenge to the accuracy and reliability of current cuffless blood pressure (BP) monitoring devices, especially in long-term use. Here, we introduce a conformal and stretchable piezoelectric microsystem (CSPM) combined with a demographic-adaptive BP estimation model, enabling calibration-free, continuous BP tracking with accuracy comparable to cuff-based medical devices. The CSPM integrates an ultrasound transducer array for vessel diameter waveform recording and two pulse waveform (PWF) sensors with cavity-enhanced piezoelectric thin films for precise pulse wave detection, enabling simultaneous measurement of pulse wave velocity (PWV) and vessel diameter in the same localized vascular area. Leveraging real-time PWV and vessel diameter inputs, our BP algorithm employs a demographic feature learning module for broad population applicability and a time decay compensation strategy to address minor slippage and measurement shifts, enabling the acquisition of individual BP values without calibration. This innovation effectively addresses key challenges in population recalibration and multimodal integration, enabling stable long-term continuous BP tracking, achieving mean absolute errors of 5.22 mmHg for systolic BP and 4.57 mmHg for diastolic BP.

Indexed as

Blood PressureBlood Pressure DeterminationAdultAlgorithmsCalibrationFemaleHumansMalePulse Wave AnalysisReproducibility of Results

Identifiers

PMID41366208
PMCPMC12799606

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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.