Evidence map›Paper›PMID 36891146›Full record

ArticleFrontiers in physiology2023

Blood pressure stratification using photoplethysmography and light gradient boosting machine.

Xudong Hu, Shimin Yin, Xizhuang Zhang, Carlo Menon, Cheng Fang, Zhencheng Chen, Mohamed Elgendi, Yongbo Liang

Open access · goldAbstract read
In one paragraph

Article in Frontiers in physiology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
3.3field-weighted citation impact, top 7% 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

9 citing papers in PubMed, 30 citations in OpenAlex.

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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 at 2 institutions in 2 countries.

Xudong HuSchool of Life and Environmental Sciences, Guilin University of Electronic Technology, Guilin, China.
Shimin YinSchool of Life and Environmental Sciences, Guilin University of Electronic Technology, Guilin, China.
Xizhuang ZhangSchool of Electronic Engineering and Automation, Guilin University of Electronic Technology, Guilin, China.
Carlo MenonBiomedical and Mobile Health Technology Lab, ETH Zurich, Zurich, Switzerland.
Cheng FangSchool of Life and Environmental Sciences, Guilin University of Electronic Technology, Guilin, China.
Zhencheng ChenSchool of Life and Environmental Sciences, Guilin University of Electronic Technology, Guilin, China.
Mohamed ElgendiBiomedical and Mobile Health Technology Lab, ETH Zurich, Zurich, Switzerland.
Yongbo LiangSchool of Life and Environmental Sciences, Guilin University of Electronic Technology, Guilin, China.
Guilin University of Electronic Technology · CNETH Zurich · CH

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

blood pressure monitoringhypertension evaluationmachine learningOptuna-tuned LightGBMphotoplethysmographywearable devices

Identifiers

PMID36891146
PMCPMC9986584
OpenAlexW4321376997

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.