Gemini & ChatGPT Active 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.

REMOTE ASSESSMENT MONITOR
Fitbit Connected
Study Adherence
94% (Green)
Protocol rule boundaries met
Resting Heart Rate
62 BPM
Baseline stable (Weekly Trend)
AI Sensor Noise Audit Engine
Dual-Classification Filter Active
[AUDIT LOG] Detected max spike 184 BPM.
[AUDIT] Exertion discrepancy confirmed: Vertical discontinuity > 25 BPM.
[RESULT] Flagged as Band Noise/Cadence Lock. Scored on true baseline (128 BPM).
Subjective / Objective Correlation
PROMIS-10: Steady improvement matched by increased sleep efficiency (>88%) and stable heart rate variability (HRV).

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. 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 device battery status and daily Fitbit synchronization gaps, executing automated Twilio text reminders or email 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

Google Gemini & OpenAI Clinical 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.

Google BigQuery Analytics Layer

Aggregates high-frequency wearable trends (HR, steps, respiratory rate, calories, sleep stages) into Google BigQuery, 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 SMS and email outreaches (timeline or date-triggered campaigns), distributing medication checks and PROMIS questionnaire links.

HIPAA-Compliant Security

Highest standards of medical data security. Secure authentication, encryption-at-rest, and structured Firestore 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