SynthesisJournal of clinical monitoring and computing2022
Effectiveness of consumer-grade contactless vital signs monitors: a systematic review and meta-analysis.
Synthesis in Journal of clinical monitoring and computing, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this map. Cited by 18 papers, 1 of them a synthesis that pooled 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.
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.
Observational Study to Collect an Image Dataset of Healthy Population With a Characterization of the Potential Factors, Both Intrinsic (Age, BMI, Sex, Fitzpatrick Phototype, Risk Factors) and Extrinsic to the Subject (Distance and Illuminance), That May Influence the Methodologies Used to Obtain Vital Signs. The Aim is to Develop Algorithms and AI Models That Can Obtain a Set of Vital Signs Image-based. The Dataset Has Been Recorded Synchronized With the Main Vital Signs by Means Gold Standard Technologies.
A Novel Pilot Study Examining the Potential of Smartphones to Capture New Types of Data That Can Accurately Assess the Physiological and Psychological Health Status of an Individual With an Eating Disorder
Who cites it
18 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Current methods for contactless optical patient diagnosis: a systematic review.Biomedical engineering online · 2023Pooled it
- STAR: A Privacy-Preserving, Energy-Efficient Edge AI Framework for Human Activity Recognition via Wi-Fi CSI in Mobile and Pervasive Computing Environments.Sensors (Basel, Switzerland) · 2026Article
- Evaluating a Smartphone App to Monitor Blood Pressure in Normotensive Pregnancies, High-Risk Pregnancies, and Women With Preeclampsia: Prospective Longitudinal Feasibility Study.JMIR human factors · 2026Article
- Validation of a modified oxygen nebulized inhalation method in airway surface anesthesia by comparative analysis via scalable broad learning.Scientific reports · 2025Article
- Interventional study of the iSelfie heart health tool for assessment of vital signs (heart rate, blood pressure, and Oxygen Saturation) in the Kingdom of Saudi Arabia.Saudi medical journal · 2025Article
- Real-Time Health Monitoring Using 5G Networks: Deep Learning-Based Architecture for Remote Patient Care.JMIRx med · 2025Article
- A two-phased study on the use of remote photoplethysmography (rPPG) in paediatric care.Annals of translational medicine · 2024Article
- Article
- Evaluation of vital signs through a mobile application in patients with heart failure: a opportunity for remote titration?Archivos de cardiologia de Mexico · 2024Article
- Capturing the pulse: a state-of-the-art review on camera-based jugular vein assessment.Biomedical optics express · 2023Review
- Clinical applications of contactless photoplethysmography for monitoring in adults: A systematic review and meta-analysis.Journal of clinical and translational science · 2023Review
- Clinical applications of contactless photoplethysmography for vital signs monitoring in pediatrics: A systematic review and meta-analysis.Journal of clinical and translational science · 2023Review
- Accurate and Reliable Assessment of Heart Rate in Real-Life Clinical Settings Using an Imaging Photoplethysmography.Journal of clinical medicine · 2022Article
- Performance of Contactless Respiratory Rate Monitoring by Albus HomeSensors (Basel, Switzerland) · 2022Article
- Algoritmically improved microwave radar monitors breathing more acurrate than sensorized belt.Scientific reports · 2022Article
- Remote Photoplethysmography Is an Accurate Method to Remotely Measure Respiratory Rate: A Hospital-Based Trial.Journal of clinical medicine · 2022Article
- Video-based physiologic monitoring: promising applications for the ICU and beyond.NPJ digital medicine · 2022Article
- One small wearable, one giant leap for patient safety?Journal of clinical monitoring and computing · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The objective of this systematic review and meta-analysis was to analyze the effectiveness of contactless vital sign monitors that utilize a consumer-friendly camera versus medical grade instruments. A multiple database search was conducted from inception to September 2020. Inclusion criteria were as follows: studies that used a consumer-grade camera (smartphone/webcam) to examine contactless vital signs in adults; evaluated the non-contact device against a reference medical device; and used the participants' face for measurement. Twenty-six studies were included in the review of which 16 were included in Pearson's correlation and 14 studies were included in the Bland-Altman meta-analysis. Twenty-two studies measured heart rate (HR) (92%), three measured blood pressure (BP) (12%), and respiratory rate (RR) (12%). No study examined blood oxygen saturation (SpO
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.