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Physical Activity Researcher

Health Insights with Multi-Biosignal Monitoring and Machine Learning: A New Era in Real-World Research _ Next-Gen Research Techniques

11 min • 24 mars 2025

📡 Can Machine Learning Unlock the Full Potential of Wearable Health Data?
Multi-biosignal monitoring is revolutionizing research, capturing heart rate variability, ECG, oxygen saturation, and more—now, AI is making sense of it all.

In this episode, we explore how machine learning and multi-biosignal monitoring are transforming health research. By combining heart rate variability (HRV), ECG, respiration, body temperature, and movement data, researchers gain a real-world, continuous view of physiological health. Machine learning enhances this by detecting patterns, predicting health outcomes, and uncovering how different physiological systems interact. From stress monitoring and sleep research to sports science and chronic disease tracking, AI-driven biosignal analysis is opening new frontiers in personalized health insights.

This content is based on a LinkedIn article from the Next-Gen Research Techniques newsletter. Read the full article here: https://www.linkedin.com/newsletters/next-gen-research-techniques-7173641215651827712/. The voice in this episode is AI-generated.

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This podcast episode is sponsored by Fibion Inc.
Better Sleep, Sedentary Behavior and Physical Activity Research with Less Hassle


Learn More About Fibion Devices

Fibion SENS - Collect, store and manage SB and PA data easily and remotely.

Fibion Flash - A versatile customizable tool with HRV and accelerometry capability. 

Fibion Research - SB and PA measurements, analysis, and feedback made easy

Fibion Helix – Ideal for large scale studies. Scalable and affordable with patented precision.

Fibion G2 – Validated data on sitting, standing, activity types, energy expenditure, with participant friendly reports.  

Learn more about Fibion Sleep and Fibion Circadian Rhythm Solutions.

Fibion Kids - Activity tracking designed for children.

Fibion Vitals - A portable device designed to be worn on the chest that serves as a comprehensive health management tool. 
Fibion Emfit - Contact free tracking and sleep analysis. 

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Fibion Sleep Solutions: https://web.fibion.com/sleep-solutions/ 
Fibion Sedentary Behavior and Physical Activity Solutions: https://web.fibion.com/sedentary-and-physical-activity-solutions/ 
Fibion Circadian Rythm Solutions: https://web.fibion.com/circadian-rhythm-solutions/ 
Fibion Biosignal Measurements Solutions: https://web.fibion.com/fibion-biosignals/ 

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Explore our Wearables, Experience sampling method (ESM), Sleep, Heart rate variability (HRV), Sedentary Behavior and Physical Activity article collections for insights on related articles.

Refer to our article "Physical Activity and Sedentary Behavior Measurements" for an exploration of active and sedentary lifestyle assessment methods.

Learn about actigraphy in our guide: Exploring Actigraphy in Scientific Research: A Comprehensive Guide.

Gain foundational ESM insights with "Introduction to Experience Sampling Method (ESM)" for a comprehensive overview.

Explore accelerometer use in health research with our article "Measuring Physical Activity and Sedentary Behavior with Accelerometers ".

For an introduction to the fundamental aspects of HRV, consider revisiting our Ultimate Guide to Heart Rate Variability.

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Follow the podcast on Twitter https://twitter.com/PA_Researcher 

Follow host Dr Olli Tikkanen on Twitter https://twitter.com/ollitikkanen 

Follow Fibion on Twitter https://twitter.com/fibion 

Check our YouTube channel: https://www.youtube.com/@PA_Researcher 

 

 

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