Evidence map›Paper›PMID 41533790›Full record

ArticleScience advances2026

Flexible thermal array sensor for imperceptible monitoring of multidimensional vascular dynamics.

Shuo Tian, Shiqiang Liu, Rong Zhu

Abstract read
In one paragraph

Article in Science advances, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

3 authors.

Shuo TianState Key Laboratory of Precision Measurement Technology and Instrument, Department of Precision Instrument, Tsinghua University, Beijing 100084, China.ORCID 0009-0006-0745-084X
Shiqiang LiuState Key Laboratory of Precision Measurement Technology and Instrument, Department of Precision Instrument, Tsinghua University, Beijing 100084, China.ORCID 0000-0002-1038-6651
Rong ZhuState Key Laboratory of Precision Measurement Technology and Instrument, Department of Precision Instrument, Tsinghua University, Beijing 100084, China.ORCID 0000-0001-5363-9519

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Wearable electronics for monitoring vascular dynamics are crucial in assessing cardiovascular health. However, current vascular sensors hold challenges in limited perceptive dimension and accuracy and poor interface robustness. Here, we report 18-channel flexible thermal array sensor using active thermal penetration sensing principle for imperceptible monitoring of deep and superficial vasculature. Leveraging contact-free thermal penetration and natural piezo-thermic transduction of human skin, the sensor implements spatiotemporal mapping of vascular dynamics with high sensitivity, good-linearity, fast-response, low cross-talk, and excellent interfacial robustness. It enables real-time and in situ measurements of multimodal vascular characteristics including deep arterial pulsation, superficial capillary perfusion, relative blood flow velocity, skin temperature, and continuous blood pressure via data-efficient vascular feature extraction method. Imperceptible and comprehensive cardiovascular dynamics tracking by wearable electronics provides a promising avenue for advancing personal health care and clinic medicine.

Indexed as

Wearable Electronic DevicesBlood Flow VelocityBlood PressureHumansMonitoring, PhysiologicSkin Temperature

Identifiers

PMID41533790
PMCPMC12802842

What OpenQuestion holds

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LicenceCC BY-NC
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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 OpenQuestion graph.