AUTHOR=Han Wang Mini , Cui Jiazheng , Lee Simon Ming-Yuen , Lin Zhiyuan , Zeng Peijin , Li Xinyue , Liu Haoyang , Liu Yunxiao , Xu Yang , Wang Yapeng , Alves José Lopes Camilo Da Costa , Hou Guanghui , Fang Junbin , Yu Xiangrong , Chong Kelvin Kam-Lung , Pan Yi TITLE=Applied machine learning in intelligent systems: knowledge graph-enhanced ophthalmic contrastive learning with “clinical profile” prompts JOURNAL=Frontiers in Artificial Intelligence VOLUME=8 YEAR=2025 URL=https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1527010 DOI=10.3389/frai.2025.1527010 ISSN=2624-8212