ReviewSensors (Basel, Switzerland)2020
Vital Sign Monitoring in Car Seats Based on Electrocardiography, Ballistocardiography and Seismocardiography: A Review.
Review in Sensors (Basel, Switzerland), 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
17 citing papers in PubMed, 49 citations in OpenAlex.
- Sensing Technologies and Physiological Parameters for Real-Time Driver Drowsiness Detection: A Comprehensive Review.Sensors (Basel, Switzerland) · 2026Review
- Cardiac Monitoring with Textile Capacitive Electrodes in Driving Applications: Characterization of Signal Quality and RR Duration Accuracy.Sensors (Basel, Switzerland) · 2025Article
- Continuous Estimation of Heart Rate Variability from Electrocardiogram and Photoplethysmogram Signals with Oscillatory Wavelet Pattern Method.Sensors (Basel, Switzerland) · 2025Article
- A Comprehensive Review of Unobtrusive Biosensing in Intelligent Vehicles: Sensors, Algorithms, and Integration Challenges.Bioengineering (Basel, Switzerland) · 2025Review
- Respiratory Monitoring with Textile Inductive Electrodes in Driving Applications: Effect of Electrode's Positioning and Form Factor on Signal Quality.Sensors (Basel, Switzerland) · 2025Article
- Drunk Driver Detection Using Multiple Non-Invasive Biosignals.Sensors (Basel, Switzerland) · 2025Article
- Continuous Estimation of Blood Pressure by Utilizing Seismocardiogram Signal Features in Relation to Electrocardiogram.Biosensors · 2024Article
- A Review of Patient Bed Sensors for Monitoring of Vital Signs.Sensors (Basel, Switzerland) · 2024Review
- Multichannel ballistocardiography: A comparative analysis of heartbeat detection across different body locations.PloS one · 2024Article
- Driver Attention Assessment Using Physiological Measures from EEG, ECG, and EDA Signals.Sensors (Basel, Switzerland) · 2023Article
- Few-Shot User-Adaptable Radar-Based Breath Signal Sensing.Sensors (Basel, Switzerland) · 2023Article
- Investigating Cardiorespiratory Interaction Using Ballistocardiography and Seismocardiography-A Narrative Review.Sensors (Basel, Switzerland) · 2022Review
- Digital Stereotypes in HMI-The Influence of Feature Quantity Distribution in Deep Learning Models Training.Sensors (Basel, Switzerland) · 2022Article
- A Novel Low-Latency and Energy-Efficient Task Scheduling Framework for Internet of Medical Things in an Edge Fog Cloud System.Sensors (Basel, Switzerland) · 2022Article
- Digital Optical Ballistocardiographic System for Activity, Heart Rate, and Breath Rate Determination during Sleep.Sensors (Basel, Switzerland) · 2022Article
- A Review of Heartbeat Detection Systems for Automotive Applications.Sensors (Basel, Switzerland) · 2021Review
- Summary of over Fifty Years with Brain-Computer Interfaces-A Review.Brain sciences · 2021Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This paper focuses on a thorough summary of vital function measuring methods in vehicles. The focus of this paper is to summarize and compare already existing methods integrated into car seats with the implementation of inter alia capacitive electrocardiogram (cECG), mechanical motion analysis Ballistocardiography (BCG) and Seismocardiography (SCG). In addition, a comprehensive overview of other methods of vital sign monitoring, such as camera-based systems or steering wheel sensors, is also presented in this article. Furthermore, this work contains a very thorough background study on advanced signal processing methods and their potential application for the purpose of vital sign monitoring in cars, which is prone to various disturbances and artifacts occurrence that have to be eliminated.
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.