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2026	Prompt-based bioinformatic pipeline generation for a multi-step metaviral workflow Bioinformatics Advances Pengchong Ma, Haoze Zheng, Weijun Yi, Li Ma, Brandi Sigmon, Karrie A Weber, Gangqing Hu, Qiuming Yao
2026	Sequential sensitivity analysis of multimodal large language models for rare orbital disease detection Communications Medicine Chaoyu Lei, Kaiyuan Ji, Chen Zhao, Sisi Zhong, Chenyu Cao, Hao Chen, Chee Chew Yip, Sunisa Sintuwong, Jianbin Ding, P. S. Pandiyan, Sunsern Wattanaphanich, Luke Johnston, Yujie Ren, Xuran Duan, Guangtao Zhai, Huifang Zhou
2026	Large Language Models Evaluation of Medical Licensing Examination Using GPT-4.0, ERNIE Bot 4.0, and GPT-4o Bioengineering Luoyu Lian, Xin Luo, Kavimbi Chipusu, Muhammad Awais Ashraf, Kelvin K. L. Wong, Wenjun Zhang
2026	Contrastive learning enhanced retrieval-augmented few-shot framework for multi-label patent classification PLOS One Wenlong Zheng, Xin Li, Guoqing Cui, Shikun Chen
2025	A comparative study on retrieval-augmented generation and chain-of-thought applications for LLM-assisted engineering design ideation Journal of Engineering Design Pingfei Jiang
2025	Reasoning with large language models in medicine: a systematic review of techniques, challenges and clinical integration Health Information Science and Systems Isra Mansoor, Muhammad Abdullah, Muhammad Dawood Rizwan, Muhammad Moazam Fraz
2025	Using Generative Artificial Intelligence in Health Economics and Outcomes Research: A Primer on Techniques and Breakthroughs PharmacoEconomics - Open Tim Reason, Sven Klijn, Will Rawlinson, Emma Benbow, Julia Langham, Siguroli Teitsson, Kasper Johannesen, Bill Malcolm
2025	Performance of ChatGPT-4o and Four Open-Source Large Language Models in Generating Diagnoses Based on China’s Rare Disease Catalog: Comparative Study Journal of Medical Internet Research Wei Zhong, YiFan Liu, Yan Liu, Kai Yang, HuiMin Gao, HuiHui Yan, WenJing Hao, YouSheng Yan, ChengHong Yin
2025	Refining LLMs outputs with iterative consensus ensemble (ICE) Computers in Biology and Medicine Mahmud Omar, Benjamin S. Glicksberg, Girish N. Nadkarni, Eyal Klang
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