This paper is in the following e-collection/theme issue:

Generative Language Models Including ChatGPT (552) New Methods (1054) Digital Health, Telehealth and e-Innovation in Clinical Settings (498) Methods and Instruments in Medical Informatics (168) Machine Learning (1813) Artificial Intelligence (1830) Ophthalmology (62)

Published on in Vol 26 (2024)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/54047, first published .
Slit Lamp Report Generation and Question Answering: Development and Validation of a Multimodal Transformer Model with Large Language Model Integration

Slit Lamp Report Generation and Question Answering: Development and Validation of a Multimodal Transformer Model with Large Language Model Integration

Slit Lamp Report Generation and Question Answering: Development and Validation of a Multimodal Transformer Model with Large Language Model Integration

Authors of this article:

Ziwei Zhao1 Author Orcid Image ;   Weiyi Zhang1 Author Orcid Image ;   Xiaolan Chen1 Author Orcid Image ;   Fan Song1 Author Orcid Image ;   James Gunasegaram2 Author Orcid Image ;   Wenyong Huang3 Author Orcid Image ;   Danli Shi1, 4 Author Orcid Image ;   Mingguang He1, 4, 5 Author Orcid Image ;   Na Liu6 Author Orcid Image
Article Authors Cited by (5) Tweetations Metrics

Journals

  1. Chen X, Xiang J, Lu S, Liu Y, He M, Shi D. Evaluating large language models and agents in healthcare: key challenges in clinical applications. Intelligent Medicine 2025;5(2):151 View
  2. Xu P, Wu Y, Jin K, Chen X, He M, Shi D. DeepSeek-R1 outperforms Gemini 2.0 Pro, OpenAI o1, and o3-mini in bilingual complex ophthalmology reasoning. Advances in Ophthalmology Practice and Research 2025;5(3):189 View
  3. Li T, Wang Z, Jiang Z, Zhong H, Qin Y. Generative artificial intelligence for ophthalmic images: developments, applications and challenges. The Visual Computer 2025 View
  4. Zhang J, Song X, Tian B, Tian M, Zhang Z, Wang J, Fan T. Large language models in the management of chronic ocular diseases: a scoping review. Frontiers in Cell and Developmental Biology 2025;13 View
  5. Shi D, Zhang W, Yang J, Huang S, Chen X, Xu P, Jin K, Lin S, Wei J, Yusufu M, Liu S, Zhang Q, Ge Z, Xu X, He M. A multimodal visual–language foundation model for computational ophthalmology. npj Digital Medicine 2025;8(1) View