Commitment to quality and research

Selected Research: 2017-2024

Main validation

Heart Failure:

» Smartphone-Based Recognition of Heart Failure by Means of Microelectromechanical Sensors.
Journal: JACC: Heart Failure (2024)
Authors: Haddad, F, Saraste, A, Santalahti, K. et al.
» Press Release (April 8, 2024)

Atrial Fibrillation:

» Mobile Phone Detection of Atrial Fibrillation Using Mechanocardiography — the MODE-AF Study
Journal: Circulation (2018)
Authors: Jaakkola et al.

Other research:

» Mechanocardiography-Based Measurement System Indicating Changes in Heart Failure Patients during Hospital Admission and Discharge
Journal: Sensors (2022)
Authors: Koivisto T, Lahdenoja O, Hurnanen T, et al. 

» Comprehensive Analysis of Cardiogenic Vibrations for Automated Detection of Atrial Fibrillation Using Smartphone Mechanocardiograms
Journal: IEEE Sensors Journal (2019)
Authors: M. Jafari Tadi et al.

» Stand-Alone Heartbeat Detection in Multidimensional Mechanocardiograms
Journal: IEEE Sensors Journal (2019)
Authors: M. Kaisti et al.

» Atrial Fibrillation Detection via Accelerometer and Gyroscope of a Smartphone
Journal: IEEE Journal of Biomedical and Health Informatics (2018)
Authors: O. Lahdenoja et al.

» Detecting Aortic Stenosis Using Seismocardiography and Gyrocardiography Combined with Convolutional Neural Networks
Journal: IEEE (2021)
Authors: I. Elnaggar et al.

» Multiclass Classifier based Cardiovascular Condition Detection Using Smartphone Mechanocardiography
Journal: Scientific Reports (2018)
Authors: Iftikhar, Z., Lahdenoja, O., Jafari Tadi, M. et al.

» Gyrocardiography: A New Non-invasive Monitoring Method for the Assessment of Cardiac Mechanics and the Estimation of Hemodynamic Variables
Journal: Scientific Reports (2017)
Authors: Jafari Tadi, M., Lehtonen, E., Saraste, A. et al.