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HIPAA Connected Data Platform Module
A tested starting point for hipaa connected data platform module reduced repeated setup work.
We built a practical HealthTech solution combining multiple types of vital data collection, streaming ml inference, and AI-powered clinical alerting. The project delivered 4.1h Detection Gain and 18% Mortality Reduc..
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High-acuity clinical environment requiring live processing of multiple types of patient vitals.
Bio-Medical Engineer + MLOps Lead + Healthcare Data Architect embedded with Clinical Ops.
Moving from reactive post-onset treatment to early intervention via sub-second data streaming.
A practical solution designed around the client’s existing tools, teams, and day-to-day workflow.
The health system’s ICU relied on disconnected monitor alerts and static EMR thresholds that often triggered after the inflammatory response was well underway. Every hour of delay in sepsis treatment increases mortality risk by 8%, yet clinical staff were buried in False Positive monitor noise.
The biggest issues were information response time, alarm fatigue, and data fragmentation. The team needed a faster, clearer way to manage the work while keeping the right checks in place.
Alerts triggered only after white cell counts or BP hit critical low thresholds.
Pattern recognition identifies systemic decline before clinical thresholds are breached.
Analysis was dependent on nurse chart entries, which are often delayed during high-acuity shifts.
Direct monitor data collection ensures 100% vital fidelity with zero manual documentation delay.
Monitoring was isolated to bedside devices without cross-unit analytics.
Ready to grow system design monitors 500+ ICU beds simultaneously with sub-100ms scoring response time.
Calculates rolling averages and speed of vitals (MAP, SpO2) per patient to eliminate noisy monitor spikes.
Models process de-identified vital streams in memory. personal information is only re-linked at the secure clinical endpoint.
Automatically escalates alerts based on clinical unit staffing and patient acuity levels.
Tested foundations helped the team spend less time on setup and more time on the parts that made this product useful.
A tested starting point for hipaa connected data platform module reduced repeated setup work.
Reusable work for vital signal module let the team focus more time on the client’s specific needs.
This made it easier to add clinical monitoring platform without rebuilding common foundations.
A tested starting point for edge compute safety controls reduced repeated setup work.
A straightforward before-and-after view of what changed for the team and their customers.
Streaming ML identified septic markers 4.1 hours earlier than the hospital's previous manual protocol.
Multi-vital contextual scoring eliminated random monitor noise, allowing nurses to focus on high-acuity events.
Earlier intervention was linked to an 18% reduction in sepsis-related mortality within the trial ICU units.
Coretus didn't just build an app, they built a clinical vital platform . We are now detecting sepsis 4 hours earlier, and our staff is finally free from the constant noise of low-signal alarms. This is the new standard of governed ICU care.