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MediScan AI: Instant COVID Test Insights
Bringing Speed and Precision to Rapid Test Processing
Project Overview
Project Name
MediScan AI: Instant COVID Test Insights
Industry
Medical / Healthcare
Category
Computer Vision AI / Diagnostic Support
Objective
Design an app that makes COVID test processing a breeze, with real-time detection and classification to cut down on labor and boost diagnostic speed.
Core Objective
Deliver a tool that automatically detects and classifies COVID test results in seconds.
Solution
Created a JavaScript and TensorFlow-powered web app to locate COVID test kits in camera feeds, crop the test strip area, and send it for quick classification.
Result
The app enabled accurate, fast COVID test processing, saving time and effort, while providing reliable results with minimal manual intervention.
Introduction
Project Introduction
As COVID testing demand soared, Andy saw a clear need: a smart, automated app that could handle the grunt work of test processing. Enter MediScan AI—a web app designed to make rapid test processing faster and more efficient than ever. With the power of computer vision, the app can spot a test kit in the camera feed, crop the area around it, and seamlessly send it off for analysis. By minimizing the number of human interventions and increasing efficiency, the app becomes vital for healthcare teams to meet testing requirements while offering patients accurate results in record time.
Problem
THE Problem
Manually handling the COVID test kits means that there is increased delay, high cost, and a high likelihood of inaccuracies when handling a large number of tests. The sheer volume can lead to delays and diagnostic errors. Andy’s healthcare team needed a solution that would:
Spot COVID-19 test kits instantly in a video feed.
Crop and isolate the test strip for focused analysis.
Classify the results in real-time, minimizing wait times and errors.
Healthcare facilities needed a tool that could take on the workload with consistent, high-quality analysis—allowing staff to focus on patient care, not tedious processing.
Solution
The Solution
We developed an AI-driven web app designed to take the hassle out of COVID test processing, using JavaScript and TensorFlow to bring real-time detection and classification to life.
How It Work
Here's how it works
COVID Test Kit Detection
With TensorFlow’s object detection capabilities, the app locates COVID test kits instantly in a live video feed, ensuring only relevant images are processed. No more wasted time!
Region Isolation and Cropping
The app zooms in on the area around the test strip, cropping out distractions so only the test results are captured for analysis. This guarantees a clean, accurate image.
Real-Time Processing and Classification
Once cropped, the image is sent to a classification module that determines if the test result is positive or negative. It’s rapid diagnosis at its best, reducing the chances of human error.
Edge Deployment Optimization
The app is designed to work efficiently in low-connectivity environments, so it can handle real-time responses without needing high-powered servers or constant internet access.
Automated Job Descriptions & Targeted Job Ads
It puts out accurate job specifications and leverages AI to produce job postings that reach the suitable candidate.
Smart Talent Sourcing & CV Matching
I searches career portals and social media for top candidates, and automatically matches resumes to job descriptions, ensuring only the most suitable candidates are shortlisted
Interview Assistance & Assessments
The platform helps with interview questions and provides
specialized tests to assess candidates’ skills.
Automated Offer & Onboarding
Facilitates the job offer to negotiation and final onboarding
process to its best capabilities
━ Key Features
-
Backend Development:
Built from scratch to manage all character operations, image storage, and database activities efficiently. -
NLP and Deep Learning:
Implemented advanced NLP and deep learning models to enhance user interactions and provide personalized recommendations. -
Chatbot Integration:
Developed a versatile chatbot to assist with both professional queries and personal conversations. -
Seamless Mode Switching:
Designed the platform to allow easy transitions between work and play modes. -
Scalability Architecture:
Devised an auto-scaling architecture to handle demand surges efficiently, ensuring reliability and cost-effectiveness.
Technologies
Tools & Technologies
Feedback
Client Feedback
MediScan AI has been a game-changer for our COVID testing efforts. It’s fast, accurate, and has slashed our processing times, even during peak periods. Now, we can focus on what matters most—quality patient care.
Andy, Healthcare Client
Results
The AI-powered web app streamlined COVID test result processing, automating labor-intensive tasks and delivering consistent, accurate results.
Deliverables:
COVID Test Kit Detection and Cropping
Real-time object detection and isolation of the test strip for precise analysis
Integrated Classification Module
Immediate, reliable determination of positive or negative results.
Edge Deployment Ready
Designed for efficiency in environments with limited connectivity.
End-to-End Automation
It puts out accurate job specifications and leverages AI to produce job postings that reach the suitable candidate.
AI-Driven Tools
I searches career portals and social media for top candidates, and automatically matches resumes to job descriptions, ensuring only the most suitable candidates are shortlisted
Benefits:
Enhanced Diagnostic Speed
Faster test processing means quicker responses to patient needs.
Reduced Labor Costs
Automation takes over repetitive tasks, allowing healthcare staff to focus on critical patient interactions.
Scalable Solution
Edge optimization ensures the app is reliable and accessible in any healthcare setting, improving test accessibility and efficiency.
90% Less Manual Work
The platform reduces the proportion of manual tasks in the
recruitment process to a very minimum, thus allowing HR
professionals to focus on more strategic work.
Increased Efficiency & Accuracy
CV matching and candidate assessments through AI help the
platform avoid human intervention and shorter time-to-hire,
and decrease the possibility of hiring the wrong people.
Cost Savings
It is extensively cost-effective because, through automation, it eliminates burdensome tasks and thus is able to conduct
recruitments at relatively cheap costs
━ Conclusion
Transformative Care marks a significant leap towards making social media platforms more relevant and supportive for healthcare professionals. By overcoming challenges such as seamless mode switching and integrating advanced NLP and deep learning, we’ve created a platform that not only advances technologically but also fosters a supportive community for nurses. Through innovative design and a focus on user experience, it offers personalized engagements and a seamless blend of work and play. Our dedication to security and scalability has positioned Transformative Care as a pioneering platform in the healthcare industry, showcasing the incredible potential of AI and deep learning to enhance professional and personal lives.
Why Us?
Why Us
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Company Address
- 2108 N St, Sacramento, CA 95816, United States
- Office #301, 3rd Floor, Plot #80-C, Main Khayaban-e-Jami, Phase-VII, DHA Karachi
- +1 760-417-4769
- contact@bleedai.com
