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Data, Models and Insights  

Digital Measurement Framework

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Algorithms That Decode the Complexity of Human Health

From step counts to speech patterns, Koneksa algorithms translate multimodal data streams into reliable, research-grade digital measures — remotely, consistently, and at scale.
Digital measurement group
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Digital Assessments for Human Body

Why it Matters

Sensor 
Algorithm
Digital Measurement
Insights
Smarter Data, Better Decisions
  • Modern clinical trials generate data from multiple sources — smartphones, wearables, and patient-reported tools. Koneksa’s validated algorithms are the connective tissue, transforming this raw, real-world data into sensitive, regulatory-grade digital biomarkers.

  • Our solutions help quantify symptoms traditionally assessed subjectively, such as tremor, sleep, gait, and cognitive function — improving signal detection and trial efficiency across therapeutic areas like Parkinson’s disease, oncology, respiratory conditions, and more.

Our Digital Measurement Framework

Built for Real-World Clinical Research

Koneksa supports a full spectrum of digital data capture, from passive wearables to structured tasks — powered by our advanced algorithms:
Concept
Measure
Example Devices

Gait & Mobility

Step length, gait speed, stride period, freezing index

Accelerometry devices 

(e.g., ActiGraph CPIW, iPhone)

Turn Detection

Turn angle, duration, rate

Accelerometry devices

Upper Limb Function

Pronation/supination count, rate, smoothness

Wearable accelerometry devices 

(e.g., ActiGraph CPIW, Empatica Embrace Plus)

Sleep Analytics

Wake after sleep onset, total sleep time, efficiency

Wearable accelerometry devices 

(e.g., ActiGraph CPIW, Empatica Embrace Plus)

Voice Biomarkers

Speech variability, pauses, articulation, pitch

Smartphone voice capture

Tremor Biomarkers

Peak tremor frequency, tremor energy

Accelerometry devices

Finger Dexterity

Number of taps, tapping speed, tap regularity

iPhone

Cardiac Function

Mean heart rate, heart rate variability 

(e.g., RMSSD)

PPG devices 

(e.g., Empatica Embrace Plus, Corsano)

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Algorithm-Driven Measurement in Parkinson’s Disease

Core Koneksa assessments:

  • Gait & Balance

  • Postural, resting and kinetic tremor

  • Pronation/Supination

  • Finger Tap

Optional 3rd party integrated assessments:

  • Speech

  • Cognition

Koneksa iphone app tremor assessment screen
digital data wearable device

Wrist-worn passive measures:

  • Gait

  • Walk detection

  • Physical activity

  • Sleep

PROs:

  • Configured to clinical research requirements

  • Ex: sleep quality & duration

Our digital measurement solutions support an innovative new approach to data collection, compared to traditional subjective in-clinic assessments that depend on the difficult task of rating and quantifying tremor levels, gait and balance changes, and other key clinical aspects of Parkinson’s disease.

Our Digital Measurement Catalog

Designed for Clinical Precision and Flexibility

We combine sensor inputs, mobile technology, and intelligent algorithms across four digital measurement types:
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Flexibility Without Device Constraints

Our digital measures were developed with a device agnostic framework.
  • This means that our measures can be calculated (prospectively or retrospectively) on any device that captures the appropriate data type.

  • For example, we retrospectively used the mPower dataset  to compare our digital measures in people with PD and healthy controls.

Tremor

Gait & Balance

Pronation/Supination

Finger Dexterity

Koneksa iPhone app
digital measurement devices

Scientific & Regulatory Confidence

At Koneksa, we offer an end-to-end framework to ensure devices are technically sound, usable by study participants, seamlessly connected, and operationally supported across global trials. Whether driven by a sponsor or internal roadmap, we make devices study-ready—faster and with less risk.

Let's Work Together

Whether you’re designing your first digital study or scaling a global program, Koneksa brings the science, platform, and people to deliver.
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