# HealthTrack: Real-time hospital patient monitoring with clinical anomaly detection

**URL:** <https://forum.djangoproject.com/t/healthtrack-real-time-hospital-patient-monitoring-with-clinical-anomaly-detection/46342>\
**Category:** Show & Tell\
**Created:** [October 30, 2026, 2:53pm UTC](https://forum.djangoproject.com/t/healthtrack-real-time-hospital-patient-monitoring-with-clinical-anomaly-detection/46342 "2026-10-30T14:53:22Z")\
**Posts on this page:** 1\
**Page:** 1

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**Author:** ![KafetzisThomas](https://sea2.discourse-cdn.com/flex026/user_avatar/forum.djangoproject.com/kafetzisthomas/32/23617_2.png) [@KafetzisThomas](https://forum.djangoproject.com/u/KafetzisThomas)\
**Post date:** [October 30, 2026, 2:53pm UTC](https://forum.djangoproject.com/t/healthtrack-real-time-hospital-patient-monitoring-with-clinical-anomaly-detection/46342/1 "2026-10-30T14:53:22Z")

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Hi everyone! I wanted to share a project I’ve been working on as part of my bachelor’s thesis, a **hospital patient monitoring platform**. It simulates patient vital signs, monitors them against clinical reference standards, detects potential anomalies and notifies medical staff through real-time warning and critical alerts. The project is designed to explore how healthcare data management systems work and how real-time patient monitoring and clinical anomaly detection can be implemented in a web app.

## Key Features

- Manage **patient admissions** and medical records with **last name search**
- Generate **continuous vital signs** (Heart Rate, SpO₂, Temperature, Respiratory Rate, Blood Pressure) tailored to individual physiological profiles
- Evaluate clinical deterioration risk using authentic **NEWS2 scoring**
- Track vital sign trends through **real-time telemetry charts** and **historical measurement logs** with live stream **pause controls** and **column sorting**
- Receive **instant audio alerts** for abnormal vital signs, single beep (440Hz) for **warning** , double beep (880Hz) for **critical** with per-patient **mute controls**
- Brute force login protection with **rate limiting**

## Tech Stack

Built with Django, WebSockets, Redis, PostgreSQL and Bootstrap.

If you would like to explore the source code, system architecture, database schema or take a look at some screenshots and demo videos you can find everything in the GitHub repository:

> **[GitHub - KafetzisThomas/HealthTrack: Real-time hospital patient monitoring with...](https://github.com/KafetzisThomas/HealthTrack)**
>
> Real-time hospital patient monitoring with clinical anomaly detection.

**Suggestions for improvement are also welcome!**