Cargando…

Machine Learning Model Based on Transthoracic Bioimpedance and Heart Rate Variability for Lung Fluid Accumulation Detection: Prospective Clinical Study

BACKGROUND: Accumulation of excess body fluid and autonomic dysregulation are clinically important characteristics of acute decompensated heart failure. We hypothesized that transthoracic bioimpedance, a noninvasive, simple method for measuring fluid retention in lungs, and heart rate variability, a...

Descripción completa

Detalles Bibliográficos
Autores principales:	Reljin, Natasa, Posada-Quintero, Hugo F, Eaton-Robb, Caitlin, Binici, Sophia, Ensom, Emily, Ding, Eric, Hayes, Anna, Riistama, Jarno, Darling, Chad, McManus, David, Chon, Ki H
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	JMIR Publications 2020
Materias:	Original Paper
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7484776/ https://www.ncbi.nlm.nih.gov/pubmed/32852277 http://dx.doi.org/10.2196/18715

Ejemplares similares

Analysis of Consistency of Transthoracic Bioimpedance Measurements Acquired with Dry Carbon Black PDMS Electrodes, Adhesive Electrodes, and Wet Textile Electrodes
por: Posada-Quintero, Hugo F., et al.
Publicado: (2018)

Detecting Heart Failure Decompensation by Measuring Transthoracic Bioimpedance in the Outpatient Setting: Rationale and Design of the SENTINEL-HF Study
por: Dovancescu, Silviu, et al.
Publicado: (2015)

Bioimpedance-Based Heart Failure Deterioration Prediction Using a Prototype Fluid Accumulation Vest-Mobile Phone Dyad: An Observational Study
por: Darling, Chad Eric, et al.
Publicado: (2017)

Sleep Deprivation in Young and Healthy Subjects Is More Sensitively Identified by Higher Frequencies of Electrodermal Activity than by Skin Conductance Level Evaluated in the Time Domain
por: Posada-Quintero, Hugo F., et al.
Publicado: (2017)

Brain Activity Correlates With Cognitive Performance Deterioration During Sleep Deprivation
por: Posada-Quintero, Hugo F., et al.
Publicado: (2019)

Time-varying analysis of electrodermal activity during exercise
por: Posada-Quintero, Hugo F., et al.
Publicado: (2018)

Mild Dehydration Identification Using Machine Learning to Assess Autonomic Responses to Cognitive Stress
por: Posada-Quintero, Hugo F., et al.
Publicado: (2019)

Using support vector machines on photoplethysmographic signals to discriminate between hypovolemia and euvolemia
por: Reljin, Natasa, et al.
Publicado: (2018)

Non-invasive stroke volume estimation by transthoracic electrical bioimpedance versus Doppler echocardiography in healthy volunteers
por: Harford, Mirae, et al.
Publicado: (2019)

Tracheal Sounds Acquisition Using Smartphones
por: Reyes, Bersain A., et al.
Publicado: (2014)

Tidal Volume Estimation Using the Blanket Fractal Dimension of the Tracheal Sounds Acquired by Smartphone
por: Reljin, Natasa, et al.
Publicado: (2015)

Innovations in Electrodermal Activity Data Collection and Signal Processing: A Systematic Review
por: Posada-Quintero, Hugo F., et al.
Publicado: (2020)

Monitoring of Heart and Breathing Rates Using Dual Cameras on a Smartphone
por: Nam, Yunyoung, et al.
Publicado: (2016)

Accuracy of Estimated Bioimpedance Parameters with Octapolar Segmental Bioimpedance Analysis
por: Jiang, Fanglin, et al.
Publicado: (2022)

Real-Time High-Level Acute Pain Detection Using a Smartphone and a Wrist-Worn Electrodermal Activity Sensor
por: Kong, Youngsun, et al.
Publicado: (2021)

Bioimpedance and bioelectricity basics
por: Grimnes, Sverre, et al.
Publicado: (2015)

Employing an Incentive Spirometer to Calibrate Tidal Volumes Estimated from a Smartphone Camera
por: Reyes, Bersain A., et al.
Publicado: (2016)

The Russian Bioimpedance Database: An Update
por: Rudnev, Sergey G., et al.
Publicado: (2022)

Bioimpedance in CKD: an untapped resource?
por: Mayne, Kaitlin J, et al.
Publicado: (2022)

Using the Redundant Convolutional Encoder–Decoder to Denoise QRS Complexes in ECG Signals Recorded with an Armband Wearable Device
por: Reljin, Natasa, et al.
Publicado: (2020)

Comparison of Electrodermal Activity from Multiple Body Locations Based on Standard EDA Indices’ Quality and Robustness against Motion Artifact
por: Hossain, Md-Billal, et al.
Publicado: (2022)

II Latin American Conference on Bioimpedance
por: Simini, Franco, et al.
Publicado: (2016)

Electrical Bioimpedance: From the Past to the Future
por: Ward, Leigh C
Publicado: (2021)

Bioimpedance basics and phase angle fundamentals
por: Ward, Leigh C., et al.
Publicado: (2023)

Elastic Textile Wristband for Bioimpedance Measurements
por: Monti, Giuseppina, et al.
Publicado: (2023)

Impact of hospitalisation on health-related quality of life in patients with chronic heart failure
por: Albuquerque de Almeida, Fernando, et al.
Publicado: (2020)

Bioimpedance and NIR for Non-invasive Assessment of Blood Glucose
por: Andersen, Jan-Hugo, et al.
Publicado: (2019)

Multiple anomalous left pulmonary venous connections detected with transthoracic echocardiography
por: Wang, Tzu-Lin, et al.
Publicado: (2013)

Electrodermal Activity Is Sensitive to Cognitive Stress under Water
por: Posada-Quintero, Hugo F., et al.
Publicado: (2018)

Multi-frequency bioimpedance in human muscle assessment
por: Bartels, Else Marie, et al.
Publicado: (2015)

Detection and Classification of Measurement Errors in Bioimpedance Spectroscopy
por: Ayllón, David, et al.
Publicado: (2016)

Bioimpedance Sensor and Methodology for Acute Pain Monitoring
por: Ghita, Mihaela, et al.
Publicado: (2020)

Applications of Bioimpedance Measurement Techniques in Tissue Engineering
por: Amini, M., et al.
Publicado: (2018)

Extracting Parasite Effects of Electrical Bioimpedance Measurements
por: Dutra, Douglas, et al.
Publicado: (2018)

Phase angle in applications of bioimpedance in health and disease
por: Lukaski, Henry C., et al.
Publicado: (2023)

Finding meaning in bioimpedance for people treated with hemodialysis
por: Keane, David, et al.
Publicado: (2023)

Seizures Caused by Exposure to Hyperbaric Oxygen in Rats Can Be Predicted by Early Changes in Electrodermal Activity
por: Posada-Quintero, Hugo F., et al.
Publicado: (2022)

Machine Learning Models for the Classification of Sleep Deprivation Induced Performance Impairment During a Psychomotor Vigilance Task Using Indices of Eye and Face Tracking
por: Daley, Matthew S., et al.
Publicado: (2020)

Transthoracic Echocardiography in Mice
por: Respress, Jonathan L., et al.
Publicado: (2010)

Robotic transthoracic esophagectomy
por: Puntambekar, Shailesh, et al.
Publicado: (2015)

Cannot write session to /tmp/vufind_sessions/sess_agsffv2k30sk4qbalc2ds16t68