ActiGraph
Whitepapers & EBooks

Measurement solutions for the global scientific community

Crossing the Chasm: Real-World Value Realized from DHTs in Clinical Trials

Here, we’ve collected 4 real-world examples of clinical trials that incorporated DHTs. We assess the aspect of clinical trial design that DHTs had an impact on and the value this helped clinical trial sponsors realize in these specific use cases ...

Looking Beyond Weight Loss in the Obesity Pandemic: What’s Next?

In this ActiGraph white paper, we review the promising developments and challenges in the rapidly evolving landscape of obesity treatments. We discuss how wearable digital health technologies (DHTs) can help researchers capture objective, continuous data ...

Closing the Gap in Our Understanding of Sleep Health with Fit-For-Purpose Wearable Digital Health Technologies

In this ActiGraph white paper, we dive into the current state of sleep assessments in clinical trials, advocate for the need to understand sleep more broadly, discuss the opportunities offered by wearable digital health technologies (DHTs), and review ...

Maximize Your R&D Investment in DHTs Through the Collection and Retention of Raw Sensor Data

Sensor-based digital health technologies (DHTs) have revolutionized the ability to remotely obtain and analyze clinically relevant information from clinical trial participants. Through ActiGraph’s 20 years of experience supporting clinical research, we’ve learned that a key factor of success when using DHTs for clinical investigation is the retention of high ...

ActiGraph White Paper: Estimating Human Position with the ActiGraph GT3X Triaxial Activity Monitor

With the introduction of 3-axis accelerometers, it is now possible to expand beyond gross measurement of physical activity and classify activity types. The ActiGraph GT3X Triaxial Activity Monitor takes a first step in this direction with an inclinometer feature that indicates whether a subject is standing, sitting or lying ...

What Does the New FDA DHT Guidance Mean? A Practical Guide for Sponsors

In December 2021, the FDA released its first guidance specific to the use of digital health technologies (DHTs). This marked an important milestone, signifying willingness from regulators to adopt new digital clinical measurements. In this ActiGraph white paper, we've synthesized the FDA's guidance into a practical, actionable resource to help sponsors, ...

Objective Scratch Assessments Using Digital Health Technologies (DHTs)

Scratching an itch can result in further problems such as inflammation and lesions that, in turn, cause more itch. Often leading to a vicious scratch-itch cycle, the compulsion to scratch negatively affects the quality of life of millions of people. In the pharmaceutical industry, drug developers are left with the ...

Understanding Usability: Guidance for Gathering Complete, Unbiased Data from Wearables

Usability is critical to wearable-enabled clinical trials, which is why the FDA calls usability testing a “critical component” of deploying digital technologies. When approaching usability, multiple characteristics need to be taken into consideration for each stakeholder, starting with participants who interact directly with the device.

How Actigraphy is Clearing Operational Barriers to Decentralized Trials

In this ActiGraph white paper, we cover the operational challenges of DCTs and how actigraphy is being used to clear those barriers.

A Guide to Wearable-Enabled Digital Clinical Measures in Neuroscience eBook

Neurological diseases are inherently complex, and drug development in neurology is notoriously challenging. The imprecision of both disease diagnosis and symptom monitoring presents additional hurdles for clinical development.

Reimagining Oncology Clinical Trials with Digital Biomarkers

Health metrics enabled by wearables are a huge untapped opportunity in oncology clinical trials. In this paper, we look at the perceived barriers to the adoption of wearables—and the major benefits that await sponsors that overcome them.

Measuring Real-World Sleep with Actigraphy: Three ActiGraph Use Cases

In this white paper, we present three use cases for collecting actigraphy-derived sleep measures during an interventional clinical trial.

Clinical Data Capture eBook

As the capabilities of wearable technologies continue to advance and the decentralization of clinical trials has become a mission-critical objective for many sponsor organizations, conventional methods of data collection must evolve to meet this changing industry landscape.

How Future Proof Is Your Digital Biomarker Data? Considerations for maximizing the long-term value of wearable sensor data

When evaluating wearable motion-sensing technologies for clinical research, there are a myriad of factors to consider, including battery life, storage capacity, data access, validation, patient acceptance, privacy, and regulatory clearance, to name a few.

Actigraphy Monitoring Wearables in Clinical Trials: Overcoming Barriers to Adoption & Strategies for Successful Technology Implementation

In this white paper, ActiGraph experts discuss several common perceived barriers to actigraphy adoption and identify strategies to help sponsors develop a successful technology implementation plan and navigate the common challenges that can derail any mHealth data collection initiative, including: Data quality and meaningful interpretation Adoption costs and uncertain ROI ...

Scaling and Correcting Accelerometer Data Affected by 16CPAN03

In March of 2016, ActiGraph identified an issue that caused a data anomaly (raw data attenuation) on wGT3X-BT activity monitor units shipped between November 7, 2013 and March 24, 2014 which had collected data with firmware versions 1.4.0, 1.4.1, 1.5.0, 1.6.0 or 1.7.0. In order to minimize the impact on academic publications which rely on data from these units, ...

ActiGraph White Paper: IMU Data

ActiGraph has recently released the ActiGraph GT9X Link, which contains an Inertial Measurement Unit (IMU). The IMU sensors and data output units of measure are listed in Table 1 below.

ActiGraph White Paper: Accelerometer Technologies, Specifications, and Limitations

Technology advances and manufacturing efficiency improvements have drastically increased the options and flexibility available to users of accelerometer-based products. These advancements have led to confusion among activity monitor users, and many have been led to believe that device output normalization is an obvious and easy step. In truth, there are ...

ActiGraph White Paper: Low Frequency Extension Filter

ActiGraph's new low frequency extension filter option now allows users to capture data previously unavailable. By adjusting filter criteria to allow more data to be retained in low activity and/or low frequency environments, elderly or other slow moving subjects can be studied. This filter significantly improves response to both ...

ActiGraph White Paper: Actigraphy Sleep Scoring Algorithms

At present there are two algorithms that are primarily used to perform sleep scoring on actigraphy data captured by ActiGraph devices. These are the Cole-Kripke1 algorithm and the Sadeh2 algorithm.

ActiGraph White Paper: Estimating Human Position with the ActiGraph GT3X Triaxial Activity Monitor

With the introduction of 3-axis accelerometers, it is now possible to expand beyond gross measurement of physical activity and classify activity types. The ActiGraph GT3X Triaxial Activity Monitor takes a first step in this direction with an inclinometer feature that indicates whether a subject is standing, sitting or lying ...

ActiGraph White Paper: What is a Count?

ActiGraph routinely fields questions and inquiries regarding the definition of a ‘count’, the unit of measure for activity for ActiGraph’s monitors. Users are concerned about the ambiguity of this term and how it relates to the physical world. Although the origin of the term ‘count’ is unknown in its ...