Near Real-Time Assessments

Continuous Wearable Intelligence for Clinical Research & Remote Care

Wide Lens Health bridges the gap between patient daily life and clinical protocols. We capture, clean, and audit high-frequency wearable data to empower researchers and healthcare providers with deep, objective insights beyond periodic clinic visits.

AI CLINICAL STUDY ASSESSMENT
Adherent (Green)
Adherence Summary
The patient is consistently adherent to activity and heart rate protocols. Over the last 7 days, daily step counts (averaging 6,240 steps) have remained perfectly within the recommended 5,000–7,000 range. Exercise heart rates remained stable and well below the 100 BPM ceiling during prescribed walking sessions. Sleep efficiency remains excellent (>88%) across the entire monitoring window.
Subjective Correlation (Patient Surveys)
Excellent subjective and objective alignment. The patient's reported 'Very Good' physical health and 30 minutes of daily moderate walking match Fitbit-recorded step baselines perfectly. Pain scores have decreased to a stable 0-1, indicating successful progression through the recovery protocol without flare-ups.
Data Integrity
Sensor data quality is high. An isolated maximum heart rate spike to 142 BPM on May 30 (Hour 14) was successfully flagged as optical sensor noise (loose watchband) due to a rapid 30 BPM jump within a single minute. The checked workout baseline remained steady at 85 BPM, confirming full protocol compliance.
Researcher Notes
Patient shows outstanding adherence and steady recovery progress. Physiological metrics (stable RHR, robust HRV, and high-quality sleep) demonstrate strong adaptation to the current protocol. Recommend continuing the present 6,000-step activity level and checking in during the next routine window.

Empowering the Healthcare Ecosystem

Our unified platform shines a continuous light on day-to-day lifestyle and physiology factors, creating a collaborative data-driven environment for researchers, doctors, and patients.

Medical Researchers

Design structured clinical trials, set custom care metrics, collect high-fidelity wearable cohorts, and automate objective adherence scoring without manual reporting barriers.

Healthcare Providers

Extend your insight beyond clinic walls. Track recovery after major interventions, manage chronic cardiovascular and metabolic diseases, and receive automated warnings for protocol breaches.

Enrolled Patients

Securely consent to share specific biometric trends from your personal Fitbit device. Track your recovery progress, complete simple mobile surveys, and collaborate directly with your care team.

How We Drive Clinical Insights

Clinical studies and long-term health recovery are profoundly dictated by continuous habits and cardiovascular trends outside the hospital or clinical setting. We capture, refine, and structure this data to unlock data-driven outcomes.

Objective Physiological Metrics

Capture continuous, high-frequency wearable data including heart rate variability (HRV), resting heart rate (RHR), sleep stages, breathing rate, and steps to build a complete baseline of physical status.

Disease Flare-Up & Relapse Signals

Automatically detect physiological warning indicators—such as multi-day sustained rises in resting heart rate correlated with severe drops in HRV and sleep efficiency—to intervene before an exacerbation occurs.

Subjective & Objective Synergy

Bridge the gap by correlating physical biometrics with patient-reported outcomes (such as weekly Pain surveys and PROMIS-10 metrics), validating physical trends against subjective patient experiences.

Automated Sync & Compliance Monitoring

Background tasks monitor daily Fitbit synchronization gaps, executing automated reminders or notifications to keep trial participation levels high.

Wide Lens Platform Capabilities

Our secure, HIPAA-compliant platform combines scalable cloud architecture, background data pipelines, and artificial intelligence to deliver validated remote patient monitoring.

Advanced AI Technology

AI-Assisted Assessment Engine

Wide Lens Health integrates cutting-edge Generative AI directly with physiological metrics to automatically draft clinical trial and fitness assessments. Designed with sophisticated guardrails, the AI engine prevents false protocol violations by auditing optical sensor noise before compiling final scores.

Sensor Noise Filtering: Audits raw data for sudden "vertical discontinuity" and cadence lock anomalies caused by loose bands, ensuring false spikes don't count as protocol violations.
Trend Cohort Evaluation: Generates formatted reports identifying weekly cardiovascular baselines, sleep efficiency rules, and clinical survey correlations.
Clinician Oversight Guardrail: AI-generated assessments serve as drafts in the Provider Portal. Clinicians can review, edit, and approve drafts before distribution.
Adherence Scoring: Transparently evaluates patient compliance against target step boundaries (e.g., 5,000–7,000 steps) and heart rate thresholds.

Enrollment & Consent Registry

A simple, secure process where enrollees grant explicit, revocable consent specifying which wearable metrics are shared with healthcare providers or clinical trial managers.

Data Analytics Layer

Aggregates high-frequency wearable trends (HR, steps, respiratory rate, calories, sleep stages) into data warehouse layer, enabling researchers to run cohort-level SQL queries and construct dashboards.

Definable Care Windows

Providers can define specific monitoring durations with target step counts, heart rate limits, and sleep parameters, automatically flagging deviations for provider review.

Ingestion & Outreach Cron Engine

Robust App Engine cron pipelines manage systematic survey distribution, remind patients to synchronize devices, and send alert notifications based on real-time protocol boundaries.

Multichannel Alerts & Outreach

Keeps patients engaged via structured outreaches (timeline or date-triggered campaigns), distributing medication checks and a variety of questionnaire links.

HIPAA-Compliant Security

Highest standards of medical data security. Secure authentication, encryption-at-rest, and structured data stores keep clinical records safe and compliant.

About Us

The Wide Lens Health platform is an innovative remote patient monitoring and clinical trial intelligence solution developed by