Hey, a few days ago I sent you some questions about a clinical monitoring project I was building. One of my physician friends gave me some really useful feedback, so I've spent the last few weeks evolving it quite a bit.

It's now less of a monitoring system and more of an early warning / clinical surveillance platform.

Current features include:

• NEWS2 scoring for patient acuity and deterioration detection
• qSOFA scoring alongside SIRS-based sepsis detection
• Trend analysis to identify deterioration before critical thresholds are crossed
• Alert suppression to reduce alert fatigue
• Escalation workflows for unacknowledged critical alerts
• Medication tracking and correlation with vital sign changes
• Automated sepsis bundle creation and compliance tracking
• Clinical orders and workflow management
• Patient risk prioritization across a ward/unit
• Full audit timeline of observations, alerts, interventions, and outcomes

I'm now planning a virtual ward simulator with synthetic patients so clinicians can evaluate the system in realistic scenarios and compare how it prioritizes patients over time.

Given how opinionated you are about healthcare systems 😄, I'd genuinely be interested in your thoughts on what feels useful, unrealistic, missing, or potentially dangerous from a clinical perspective. I'm trying to make sure I'm solving a real problem rather than just building something technically interesting.