From 363d2cb925f1ea669e5e4403c7ec3c783d1e8d15 Mon Sep 17 00:00:00 2001 From: Ryan Date: Wed, 8 Jan 2025 17:04:28 +0800 Subject: [PATCH] Add MSH presentation for w5 --- 5-smart-healthcare.md | 74 ++++++++++++++++++++++++++++ assets/5-smart-health-platform.webp | Bin 0 -> 49952 bytes 2 files changed, 74 insertions(+) create mode 100644 assets/5-smart-health-platform.webp diff --git a/5-smart-healthcare.md b/5-smart-healthcare.md index 2b3eac9..3299706 100644 --- a/5-smart-healthcare.md +++ b/5-smart-healthcare.md @@ -6,6 +6,16 @@ - [Intro](#intro) - [Reasons](#reasons) - [Implementation](#implementation) + - [Research: data driven health accessment](#research-data-driven-health-accessment) + - [Background](#background) + - [Data](#data) + - [Wearables](#wearables) + - [Patient Health Records](#patient-health-records) + - [Structured vs. unstructured](#structured-vs-unstructured) + - [Smart digital health platform](#smart-digital-health-platform) + - [Diagram](#diagram) + - [Use Cases](#use-cases) + - [Conclusion](#conclusion) @@ -64,3 +74,67 @@ - IoMT: lots of data, lots of money going in - Healthcare technology: Better quality of life, with less money required - ![stupid diagram](./assets/5-smart-health-benefit.webp) + +## Research: data driven health accessment + +### Background + +- Role of AI + - Detection of aliment + - Improve decision making + - Help in treatment + - Superior experience +- Tech revolution + - Automated steps in diagnostic process + - Can acquire different types of data, representing the physiology of humans + - Images: MRI, CT + - Wearable devices + - Electronic health records + - Robotics + - ML learn from data, so that it can make decisions like human brain + +### Data + +#### Wearables + +- Versatile monitoring + +#### Patient Health Records + +- Personal demographics: age, gender, ethnicity, weight, height, BMI +- Medical parameters: blood, pressure, fat, blood sugar, plasma +- Non-medical parameters: physical activity, diet plan +- Questionnaires filled +- Text mining can be performed + +#### Structured vs. unstructured + +- Structured: Time, date and code in diagnosis logs, can be stored in RDBMS +- Semi-structured: medication taken, procedures, allergic reactions +- Unstructured: Clinical notes, need NLP tools + +### Smart digital health platform + +#### Diagram + +![stuff](./assets/5-smart-health-platform.webp) + +#### Use Cases + +- Heart disease detection +- Computer aided retinal disease diagnosis + +### Conclusion + +- Future of healthcare technology involves: + - Self monitoring + - AI for health management +- Research is being developed to integrate real-time data with technology + - Require future clinical trails +- Explainable artificial intelligence: + - Need model transparency for clinicians and stakeholders +- Need collaboration in all fields: + - Academics + - Clinicians + - Industries + - Stakeholders diff --git a/assets/5-smart-health-platform.webp b/assets/5-smart-health-platform.webp new 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