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Insights on health technology, vitals monitoring, and wellness from the MedScanOnline team.

How do insurers suddenly 'know' my health risk from a 30-second video?
Insurance Technology9 min read

How do insurers suddenly 'know' my health risk from a 30-second video?

An insurance-technology analysis of how an insurer health risk 30 second video workflow can infer limited risk signals from camera-based vitals, identity checks, and underwriting models.

medscanonline.com Research Team
5 Integration Patterns for Adding Vitals Data to Policy Admin Systems
Insurance Technology10 min read

5 Integration Patterns for Adding Vitals Data to Policy Admin Systems

An insurance-technology analysis of five integration patterns for moving vitals data into policy admin systems without slowing underwriting, audit, or downstream operations.

medscanonline.com Research Team
What Is a Decision Engine? How Vitals Data Feeds Automated Underwriting Rules
Insurance Technology10 min read

What Is a Decision Engine? How Vitals Data Feeds Automated Underwriting Rules

A research-driven look at how a decision engine uses vitals data, rules logic, and underwriting models to automate insurance decisions inside digital platforms.

medscanonline.com Research Team
FHIR vs Proprietary Formats: How to Model Health Screening Payloads
Insurance Technology9 min read

FHIR vs Proprietary Formats: How to Model Health Screening Payloads

A technical analysis of FHIR vs proprietary health screening payloads for insurance teams building underwriting APIs, policy admin integrations, and audit-ready data flows.

medscanonline.com Research Team
How Insurance BPOs Reduce Per-File Costs With Automated Vitals Capture
Insurance Technology10 min read

How Insurance BPOs Reduce Per-File Costs With Automated Vitals Capture

A research-led look at how insurance BPOs reduce per-file costs with automated vitals capture, lower touch time, and cleaner underwriting workflows.

medscanonline.com Research Team
Multi-Tenant Underwriting Platforms: Isolating Health Data Across Carriers
Insurance Technology9 min read

Multi-Tenant Underwriting Platforms: Isolating Health Data Across Carriers

An insurance-technology analysis of how multi-tenant underwriting platforms isolate health data across carriers while balancing speed, auditability, and shared infrastructure.

medscanonline.com Research Team
Predictive Underwriting Vitals: How to Validate Model Drift Over Time
Insurance Technology10 min read

Predictive Underwriting Vitals: How to Validate Model Drift Over Time

A technical analysis of how insurance teams validate model drift over time when predictive underwriting vitals feed risk scoring, governance, and API workflows.

medscanonline.com Research Team
How to Sandbox and Load Test a Digital Underwriting API Before Launch
Insurance Technology9 min read

How to Sandbox and Load Test a Digital Underwriting API Before Launch

A research-driven look at how insurance teams sandbox and load test a digital underwriting API before launch, from synthetic data and rate limits to resiliency drills.

medscanonline.com Research Team
Underwriting Platform Latency: How to Keep Risk Scoring Under 500ms
Insurance Technology9 min read

Underwriting Platform Latency: How to Keep Risk Scoring Under 500ms

A research-driven look at underwriting platform latency, including how digital insurance teams keep risk scoring under 500ms through orchestration, caching, observability, and API design.

medscanonline.com Research Team
Science3 min read

Clinical Validation: How rPPG Stacks Up Against Traditional Devices

A review of clinical validation studies comparing camera-based vital sign measurement with medical-grade reference devices.

Circadify Team
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