Urology

Latest AI and machine learning research in urology for healthcare professionals.

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Longitudinal validation of ENLIGHT, an AI predictor of immunotherapy response and resistance, in pan-cancer cohorts.

Artificial intelligence (AI) algorithms such as ENLIGHT and DeepPT represent promising approaches to identify predictive biomarkers for immune checkpoint blockade (ICB). Evaluation of ICB response prediction throughout the span of ICB treatment provides a dynamic perspective of a biomarker's predictive value. A post-hoc analysis of two pan-cancer trials of patients receiving ICB was performed. Sam...

Jun 15 2026 42298098

Benchmarking Large Language Models for Bladder Cancer: Comparative Knowledge Retrieval and Clinical Reasoning of DeepSeek and ChatGPT.

BACKGROUND: This study evaluates the comparative performance of DeepSeek-R1, ChatGPT-5 Pro, and urologists in the specific domains of bladder cancer knowledge retrieval and complex clinical reasoning. METHODS: We constructed a benchmark dataset comprising 91 standardized multiple-choice questions on bladder cancer derived from MedQA, MedMCQA, and the Chinese National Medical Licensing Examination,...

Jun 14 2026 42289629
Nationwide 30-Day Surgical Outcomes in Korea: An Interim Analysis of the Korean Quality Improvement Platform in Surgery.

BACKGROUND: National surgical registries such as the American College of Surgeons NSQIP and Japan's National Clinical Database have shown that structu...

Jun 12 2026 41728845
Application Value of Radiomics-Based Machine Learning for Preoperative Risk Stratification of Bladder Cancer: Systematic Review and Meta-Analysis.

BACKGROUND: Some researchers have explored the application of radiomics-based machine learning to detect preoperative muscle invasion, high-grade tumo...

Jun 12 2026 42285048
Toward Interpretable Machine Learning Models for Grading Prostate Cancer: A Multicenter Development and Validation Study.

OBJECTIVE: To develop and validate an interpretable machine learning model for distinguishing prostate cancer (PCa) with Gleason Score (GS) ≤ 3+4 from...

Jun 11 2026 42401511
MRI-based deep learning combined with radiomics for the preoperative prediction of lymphovascular invasion in patients with bladder cancer.

BACKGROUND: Lymphovascular invasion (LVI) signifies poor prognosis in bladder cancer, yet reliable preoperative prediction remains challenging, limiti...

Jun 11 2026 42277884
Comprehensive molecular analyses of a circadian rhythm-related gene diagnostic model and immune infiltration using machine learning methods in sepsis-associated acute kidney injury.

BACKGROUND: This study aimed to explore hub circadian rhythm-related genes (CRRGs) associated with sepsis-associated acute kidney injury (saAKI) using...

Jun 11 2026 42277919
Machine learning models to predict the recurrence of common bile duct stones after ERCP.

OBJECTIVE: To construct predictive models for the recurrence of common bile duct stones (CBDS) following endoscopic retrograde cholangiopancreatograph...

Jun 11 2026 42271287
Deep learning applications in cancer treatment Prediction: Comprehensive research foundation for systematic review and Meta-Analysis.

Deep learning has rapidly emerged as a transformative technology in oncology, offering new capabilities in treatment response prediction and personali...

Jun 11 2026 42276181
Regulating Innovation: Why the European Union Artificial Intelligence Act Matters for Urologists-Recommendations from the EAU AI Working Group.

The key challenge for artificial intelligence (AI) in urology is no longer technical development alone, but safe translation into regulated clinical u...

Jun 11 2026 42276907
Computational pathology model to predict recurrence-free survival in NMPUC patients on BCG-therapy.

Urothelial carcinoma, predominantly appearing as non-muscle-invasive papillary urothelial carcinoma (NMIPUC), exhibits wide clinical variability. Accu...

Jun 11 2026 42277145
A lightweight ResNet50V2-ECA model for renal cell carcinoma grading: efficiency, calibration, and state-of-the-art performance.

Accurate International Society of Urological Pathology (ISUP)-grade classification of renal cell carcinoma (RCC) is challenging due to subtle histopat...

Jun 11 2026 42277241
Physician adoption patterns of AI-driven clinical decision support systems in urinary tract infection management.

In 2021, Maccabi Healthcare Services (MHS) introduced "UTI Smart-Set" (UTIS), an AI-driven decision support system (DSS) based on a machine-learning (...

Jun 11 2026 42277336
A machine learning model integrating two-dimensional ultrasound radiomics and clinical parameters for differentiating membranous nephropathy from IgA nephropathy.

BACKGROUND: Membranous nephropathy (MN) and IgA nephropathy (IgAN) are the two most common primary glomerular diseases in China, with distinct pathoph...

Jun 11 2026 42277408
Transforming hemodialysis care: a tripartite collaboration model among medical staff, AI agents, and robots.

Hemodialysis demand is rising as populations age and the chronic kidney disease burden increases, yet dialysis units face persistent workforce constra...

Jun 11 2026 42271122
Predicting long-term allograft outcomes in kidney transplant recipients using a machine learning approach: a 5-year retrospective cohort study.

Long-term outcomes of kidney allografts vary significantly among deceased donor kidney transplant recipients, and current prediction tools struggle to...

Jun 10 2026 42272126
Shaping the future of endourology: role of education, simulation and uro-technology: a scoping review by the EAU Section of Endourology.

PURPOSE OF REVIEW: This scoping review synthesizes contemporary evidence on the role of simulation, uro-technology and structured training curricula i...

Jun 10 2026 42294848
Prevention is all you need: generative artificial intelligence for infection prevention and healthcare epidemiology.

PURPOSE OF REVIEW: Generative artificial intelligence, particularly large language models, has emerged as a promising tool for processing the vast amo...

Jun 10 2026 42296434
Integrating large language models into prostate cancer training: evidence from comparative benchmarking and a pilot randomized trial.

BACKGROUND: Large language models (LLMs) are increasingly explored as tools for medical education. However, evidence remains limited regarding their p...

Jun 10 2026 42271392
Machine learning for predicting liver metastasis in colorectal cancer.

AIM: To evaluate the performance of machine learning models in predicting liver metastasis in colorectal cancer (CRC) patients using the SEER database...

Jun 10 2026 42268467
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