PRODUCT

USEP: AI Platform for Urinary Stone Expulsion Prediction

Empowering emergency physicians and urologists to better manage urinary lithiasis, the second most costly condition in urology after prostate cancer.

See USEP in Action
NUMBERS

Impact in numbers

Accuracy
Cross-validated and test-set evaluated with precision, recall, and F1-score metrics.
>90%
Second Predictions
Cross-validated and test-set evaluated with precision, recall, and F1-score metrics.
<10 sec
Less Manual Work
Automated data handling and analysis reduce physician workload drastically.
10x
SOLUTIONS
Problems We Solve in Urology

Kidney stone management is complex, time-sensitive, and often uncertain. USEP addresses the key challenges physicians face in daily practice.

SOFTWARE
How it works?

From raw medical data to optimized clinical decisions our platforms combine advanced AI with intuitive workflows.

Input Patient Data

Enter demographic and clinical features (age, BMI, stone size, position, history).

Automated Processing

USEP standardizes and scales inputs to ensure consistency and accuracy.

AI Prediction

The pre-trained Support Vector Machine (SVM) instantly classifies the case: stone expulsion vs. non-expulsion.

Probabilistic Output

Each prediction comes with a confidence score, supporting urologists in making the best treatment decision.

OUR TEAM
What our software contains

Tailored features for effortless use in everyday urology practice.

Patient Data Entry

Structured digital form for demographics, medical history, and stone parameters fast, intuitive, and ready for clinical use.

Prediction Engine

Validated SVM model delivers instant classification (expulsion vs. non-expulsion) enriched with probabilistic confidence scores.

Results Dashboard

Interactive interface displaying outcomes, confidence levels, and key insights such as maximum expellable stone size.

Clinical Decision Support

Transforms raw inputs into actionable insights reducing uncertainty, saving physician time, and improving patient outcomes.

TESTIMONIAL
What other people say about us

In our department, we’ve integrated USEP into the diagnostic and decision-making process for patients with urinary lithiasis. The platform allows us to simulate outcomes, predict stone expulsion probability, and optimize treatment strategies before intervention. It has become an invaluable support tool improving accuracy, reducing unnecessary procedures, and ultimately enhancing patient care efficiency.

Dr. Ali Erhan Eren
Urology Department, University of Antalya, Turkey

“As a urologist, I am always searching for tools that elevate precision in patient care. This AI-powered prediction software has empowered me to refine therapy plans for erectile dysfunction post low-intensity shock wave treatment. It helps me choose the optimal therapeutic approach for each patient, reducing guesswork and improving outcomes.”

Dr. Stefano Lai, MD
Specialist in Urology

“Salute Futura’s technology stands out for its precision and scalability. The platform seamlessly integrates advanced AI algorithms with real-world medical data, enabling automated model generation, validation, and continuous optimization. It’s a powerful example of how applied AI engineering can transform complex healthcare workflows into intelligent, self-improving systems.”

Federico Scognamiglio
AI Expert & Engineer
Ready to Shape the Future of AI in Healthcare?

Get in touch with our team to explore partnerships, request a demo, or learn more about Salute Futura’s platforms.