Evidence map›Paper›PMID 34467585›Full record

ArticleAdvanced materials (Deerfield Beach, Fla.)2021

Ambulatory Cardiovascular Monitoring Via a Machine-Learning-Assisted Textile Triboelectric Sensor.

Yunsheng Fang, Yongjiu Zou, Jing Xu, Guorui Chen, Yihao Zhou, Weili Deng, Xun Zhao, Mehrdad Roustaei, Tzung K Hsiai, Jun Chen

Open access · greenAbstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Advanced materials (Deerfield Beach, Fla.), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 83 papers.

0numbers the graph read from it
0cells of the map it votes in
83citing papers in PubMed
23.3field-weighted citation impact, top 1% of its field
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

83 citing papers in PubMed, 368 citations in OpenAlex.

  1. Trial
  2. Review
  3. Review
  4. Advances in Wearable Bioimaging.Advanced materials (Deerfield Beach, Fla.) · 2026
    Review
  5. Wearable Flexible Sensors for Cardiovascular Disease Monitoring.Advanced materials (Deerfield Beach, Fla.) · 2026
    Review
  6. Review
  7. Review
  8. Customizing Tactile Sensors via Machine Learning-Driven Inverse Design.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  9. Article
  10. A Smart Headband for Multimodal Physiological Monitoring in Human Exercises.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  11. Article
  12. Review
  13. Article
  14. Review
  15. Review
  16. Article
  17. Review
  18. Article
  19. Review
  20. Review

23 more citing papers are in PubMed but not listed here.

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

10 authors at 1 institution in 1 country.

Yunsheng FangDepartment of Bioengineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA.
Yongjiu ZouDepartment of Bioengineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA.
Jing XuDepartment of Bioengineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA.
Guorui ChenDepartment of Bioengineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA.
Yihao ZhouDepartment of Bioengineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA.
Weili DengDepartment of Bioengineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA.
Xun ZhaoDepartment of Bioengineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA.
Mehrdad RoustaeiDepartment of Bioengineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA.
Tzung K HsiaiDepartment of Bioengineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA.
Jun ChenDepartment of Bioengineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA.ORCID https://orcid.org/0000-0002-3439-0495
University of California, Los Angeles · US

Funding

Electronica Impedance to Access Metabolically Active PlaqueR01HL118650 · NHLBI · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI HSIAI, TZUNG K · 2014 to 2022
$3.3M
Micro-Sensors to Study Electrical and Mechanical Coupling of Injured MyocardiumR01HL111437 · NHLBI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI HSIAI, TZUNG K, XU, XIAOLEI · 2012 to 2020
$3.1M
Intravascular Deployment of a Wirelessly Powered Micro-PacerR01HL149808 · NHLBI · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI Tzung K Hsiai · 2020 to 2026
$2.8M
2020 Okawa Foundation Research, 2021 Hellman Fellows FundBLRD VA I01 BX004356Henry Samueli School of Engineering & Applied Science and the Department of Bioengineering at the University of CaliforniaNHLBI NIH HHS R01 HL111437NHLBI NIH HHS R01 HL118650NHLBI NIH HHS R01 HL149808NIH HHS HL111437NIH HHS HL118650
6 · The paper itself

Abstract

Wearable bioelectronics for continuous and reliable pulse wave monitoring against body motion and perspiration remains a great challenge and highly desired. Here, a low-cost, lightweight, and mechanically durable textile triboelectric sensor that can convert subtle skin deformation caused by arterial pulsatility into electricity for high-fidelity and continuous pulse waveform monitoring in an ambulatory and sweaty setting is developed. The sensor holds a signal-to-noise ratio of 23.3 dB, a response time of 40 ms, and a sensitivity of 0.21 µA kPa

Indexed as

Machine LearningBlood PressureCardiovascular DiseasesHeartHumansMobile ApplicationsMonitoring, AmbulatoryNanotubes, CarbonSignal-To-Noise RatioTextilesWearable Electronic DevicesNanotubes, Carboncarbon nanotubesmachine learningmotion artifactspersonalized healthcarepulse wave monitoringsmart textiles

Identifiers

PMID34467585
PMCPMC9205313
OpenAlexW3197429751

What OpenQuestion holds

Textmetadata
LicenceTDM
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 OpenQuestion graph.