Can Parents and Patients Understand Myopia Using Large Language Model-Based Chatbots?

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Authors: Swati Sudeshna Panigrahi, Sujit Shah, Swapnil Thakur, Sayantan Biswas, Pavan K. Verkicharla
Cited by: 0
References: 27

Abstract

Abstract Purpose This study aimed to compare the reliability of myopia-related information from AI chatbots using a set of commonly asked questions by parents and patients on myopia, which is an emerging disease of the 21 st -century. Design Prospective comparative reliability study Methods The study used ChatGPT(OpenAI(2025)GPT-5), Gemini(Gemini 2.0,Google,2025) and DeepSeek (DeepSeek-R1). Twenty myopia-related questions were framed from the perspective of parents and patients, covering general questions, prevention and control, and complications of myopia. Based on their experience in the field of myopia, two senior clinicians, one junior clinician and one researcher(all≥3 years of experience in myopia) rated the responses generated by AI chatbots on a 5-point Likert scale(1:very poor, 2:poor, 3: acceptable, 4:good and 5:very good). Results Overall, combined rating for tested chatbots had median score of 4(“good”). Gemini received significantly lower ratings than other two chatbots (p≤0.001), with a median rating of 3(“acceptable”). ChatGPT and DeepSeek had median score of 4(“good”) and there was no significant difference in ratings (p=0.48). Both ChatGPT(66.0%) and DeepSeek(67.5%) had high proportions of “good” and “very good” ratings, compared to Gemini(40.0%). Combined “poor” and “very poor” ratings were highest for Gemini(7.5%), followed by ChatGPT(5.0%) and DeepSeek(4.0%). For general questions on myopia, ChatGPT and DeepSeek were rated “good”; for complications of myopia, ChatGPT was rated as “good”, while others were rated “acceptable”. Conclusions ChatGPT and DeepSeek demonstrated consistently high-quality responses, while ratings for Gemini were slightly lower but remained adequate. These findings suggest AI chatbots can support patients or parents in understanding myopia.

Fields of Study & Subjects

Artificial Intelligence in Healthcare and Education Ophthalmology and Visual Impairment Studies Ophthalmology and Visual Health Research

Publication details

Journal / source
medRxiv
Publication date
10 March 2026
Language
EN
Document type
Preprint