Evaluation of DeepSeek-R1 and ChatGPT-4o as educational sources for upper tract urothelial carcinoma
Wojciech Krajewski1, Jan Łaszkiewicz2, Łukasz Biesiadecki2
1Department of Minimally Invasive and Robotic Urology, University Center of Excellence in Urology, Wroclaw Medical University, Poland.
Introduction:
Upper tract urothelial carcinoma (UTUC) is associated with poor survival outcomes. Therefore, providing reliable information about UTUC is crucial. Recently, chatbots powered by large language models have become a widely used information source. Our aim was to evaluate and compare responses generated by ChatGPT-4o and DeepSeek-R1 to patient-important questions regarding UTUC.
Material And Methods:
A set of 43 questions assigned into four categories (general information, symptoms and diagnosis, treatment, prognosis) was curated. Each question was entered into DeepSeek-R1 and ChatGPT-4o. Answers were rated by two urologists using a scale from 1 (completely incorrect) to 4 (fully correct). The median score was calculated for each question. Median scores ≥3 were considered accurate. The repeatability of responses was evaluated using cosine similarity. The number of words in responses was counted.
Results:
The median scores for DeepSeek-R1 and ChatGPT-4o were both 3.5. There was no statistically significant difference between the scores assigned to two chatbots for all questions (p = 0.35), nor for any particular category.DeepSeek-R1 and ChatGPT-4o provided satisfactory answers for 93% and 91% of the evaluated questions, respectively. No potentially dangerous information was found. Both models consistently generated responses with moderate-high similarity (cosine similarity >0.5), except in one query. Finally, DeepSeek-R1 provided significantly longer answers than ChatGPT-4o (p <0.001).
Conclusions:
Both DeepSeek-R1 and ChatGPT-4o predominantly provide satisfactory responses to patient-important questions about UTUC. Artificial intelligence chatbots demonstrate potential as the first-line information sources for patients but struggle with highly specialized inquiries and thus cannot replace expert medical advice.
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