case study

AI-powered Radiology Reports for Smarter Patient Care

The Client

The client offers a teleradiology app that supercharges diagnostics with AI-powered precision, delivering faster, sharper radiology reports when needed. It seamlessly analyzes medical images, flags critical findings, and supports radiologists with second-to-none accuracy—raising the bar for patient care everywhere.

Industry

Healthcare

Tech Stack

Python, Orthanc, MySQL, AWS S3, React, Node

Country

USA

The Challenges

Building a teleradiology application isn’t easy. It is a huge challenge to integrate data from X-ray, MRI, Mammography, CT Scan, and Ultrasound machines into an app’s dashboard for analysis.

These machines spit out vast amounts of complex data, and the trick is to grab it, process it, and turn it into accurate reports, all in real time. Data transfer is a beast of its own. Moving huge chunks of scan data from the machines to an app’s database without losing speed or quality is a serious task.

It is not just about dumping the data in—it has to arrive clean, processed, and ready for analysis. This means building super-slick algorithms that can take in all that raw info and make sense of it fast. There will be no lags, no hiccups, just seamless performance from start to finish.

the challenges

The client grappled with the monumental challenge of ensuring all the above tasks. They faced trouble transferring medical images from X-rays, MRIs, and other such machines to an app to impact patient care positively. They needed advanced AI to analyze complex radiological images, maximizing diagnostic precision.

Moreover, nobody wants to wait for reports, especially in critical medical cases. So, the application’s backend had to be lightning-fast and tough enough to handle a flood of incoming scans without breaking a sweat.

The client tasked Capital Numbers with cracking each of the above challenges. Not only did we have to pull all medical images using a mix of cutting-edge AI and a reporting solution, but we also had to add multiple user roles for radiologists, QA users, and the super admin to seamlessly access the app.

Solutions We Offered

First up was pulling raw data from the machines and sending them to the application. This was no easy task. Capital Numbers leveraged Python scripts to pull raw data from MRI scanners, X-ray machines, etc., and transfer it into Orthanc, a specialized DICOM server for medical imaging. This wasn’t just about moving data; it was about moving data fast and error-free, ensuring no loss of crucial details.

But raw machine data isn’t human-friendly. So, Capital Numbers built custom extensions in Orthanc to decode this raw information and turn it into human-readable formats. These extensions were the secret sauce that prepared the data for analysis by clinical teams and radiologists. It was about making data actionable.

Once the data was made human-readable, it was transferred from Orthanc to the app’s MySQL database. This syncing had to be smooth as butter—structured, fast, and reliable. So, we entirely used advanced data syncing mechanisms and AI algorithms to transfer data between systems and lay the groundwork for analysis in editable reports.

solutions

These weren’t just one-size-fits-all reports—they were fully editable, allowing radiologists to fine-tune findings and add inputs as needed. Once finalized, the reports were saved as PDFs in AWS S3 buckets, ensuring secure and fast access at any time.

To ensure the app was highly secure, we integrated Keycloak for role-based access, ensuring radiologists, QA users, and super admins had customized permissions and the workflow was protected. Paired with that was a Node.js backend for speed and a sleek React frontend that ensured a seamless user experience.

By combining a robust backend, an intuitive frontend, advanced AI, and seamless data handling, we delivered a teleradiology app that’s fast, reliable, and built to scale. Capital Numbers didn’t just develop software—we engineered a cutting-edge solution that transforms how radiology workflows are managed.

Screenshots

Results

The outcome is an app, excellently crafted by Capital Numbers, that lightens the load for radiologists by using AI to generate spot-on reports and scans instantly. Whether for fractures, spine scans, MRIs, or others, the app displays and interprets accurate medical images and lets radiologists fine-tune every report for flawless results.

Here’s a quick look at what the app offers:

Result Bullet
AI-Driven Precision

Delivers AI-assisted medical images with 98% accuracy for bone, fracture, and tumor scans.

Result Bullet
Editable Diagnostic Reports

Allows radiologists to fine-tune AI-generated reports (bone, tumor, fracture) as needed.

Result Bullet
Effortless Report Sharing

Enables radiologists to share fine-tuned reports with specialists for review in under 5 seconds.

Result Bullet
Comprehensive Modality Support

Supports all imaging reports—CT, MRI, X-Ray, Ultrasound, Mammography—for varied scans.

Result Bullet
Multi-Device Compatibility

Makes reports easily accessible on desktops, tablets, and mobiles with 99.9% uptime.

the Result
Result Bullet
Cloud Storage for Reports

Secures every patient report with encrypted cloud storage that guarantees zero data loss.

Result Bullet
Role-Based Access

Streamlines workflows for radiologists, clinics, QA, and admins with role-specific dashboards.

Result Bullet
Simplified Workflow

Lets radiologists improve patient care by 70% - thanks to a straightforward workflow.

Result Bullet
Scalable Performance

Handles up to 10,000 medical scans daily, maintaining speed without slowdown.

Result Bullet
Faster Turnaround Times

Reduces wait time for radiologists and clinics with faster AI-generated medical reports.

Result Bullet
Radiologist-focused Accessibility

Empowers radiologists with intuitive tools, improving diagnostic precision by 85%.

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    Frequently Asked Questions

    Based on the information provided about Capital Numbers, here arefive frequently asked questions (FAQs) and their answers

    We offer a wide range of services, including:

    • Digital Engineering: Custom software development, enterprise systems, automation tools.
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    We were founded in 2012.

    We are ISO 9001 and ISO 27001 certified, demonstrating quality and data security standards.

    We create dynamic websites, e-commerce platforms, and manage content with user-friendly solutions.

    We develop iOS & Android apps, cross-platform solutions, and provide ongoing maintenance.

    We offer data integration, warehousing, visualization, and predictive analytics for data-driven decisions.

    We offer AI-driven analytics, machine learning solutions, and generative AI applications for various needs.

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    We aim to become a global leader in digital solutions, continuously innovating and empowering businesses with cutting-edge technology.

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