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Recent advancements in artificial intelligence (AI), especially large language models (LLMs), have significantly advanced healthcare applications and demonstrated potentials in intelligent medical treatment.
Convolutional neural network for sentence classification
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Andrew L Beam and Isaac S Kohane. 2018 · 2018
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Bert: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2018 · 2018
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Bidirectional lstm with attention mechanism and convolutional layer for text classification
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Roberta: A robustly optimized bert pretraining approach
Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, and Veselin Stoyanov. 2019 · 2019
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Comparing different supervised machine learning algorithms for disease prediction
Shahadat Uddin, Arif Khan, Md Ekramul Hossain, and Mohammad Ali Moni. 2019 · 2019
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A review of challenges and opportunities in machine learning for health
Marzyeh Ghassemi, Tristan Naumann, Peter Schulam, Andrew L Beam, Irene Y Chen, and Rajesh Ranganath. 2020 · 2020
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Retrieval-augmented generation for knowledge-intensive nlp tasks
Patrick Lewis, Ethan Perez, Aleksandra Piktus, Fabio Petroni, Vladimir Karpukhin, Naman Goyal, Heinrich Küttler, Mike Lewis, Wen-tau Yih, Tim Rocktäschel, et al. 2020 · 2020
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A case study for a big data and machine learning platform to improve medical decision support in population health management
Fernando López-Martínez, Edward Rolando Núñez-Valdez, Vicente García-Díaz, and Zoran Bursac. 2020 · 2020
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Automl: A survey of the state-of-the-art
Xin He, Kaiyong Zhao, and Xiaowen Chu. 2021 · 2021
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Embedding models
OpenAI. 2021 · 2021
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Josh Achiam, Steven Adler, Sandhini Agarwal, Lama Ahmad, Ilge Akkaya, Florencia Leoni Aleman, Diogo Almeida, Janko Altenschmidt, Sam Altman, Shyamal Anadkat, et al. 2023 · 2023
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Role of chat gpt in public health
Som S Biswas. 2023 · 2023
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A benchmark for automatic medical consultation system: frameworks, tasks and datasets
Wei Chen, Zhiwei Li, Hongyi Fang, Qianyuan Yao, Cheng Zhong, Jianye Hao, Qi Zhang, Xuanjing Huang, Jiajie Peng, and Zhongyu Wei. 2023 · 2023
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Noah Hollmann, Samuel Müller, and Frank Hutter. 2023 · 2023
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Cpllm: Clinical prediction with large language models
Ofir Ben Shoham and Nadav Rappoport. 2023 · 2023
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Laila Rasmy, Yang Xiang, Ziqian Xie, Cui Tao, and Degui Zhi. 2021 · 2021
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Llamaindex, 11 2022
Jerry Liu. 2022 · 2022
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Large language models encode clinical knowledge
Karan Singhal, Shekoofeh Azizi, Tao Tu, S Sara Mahdavi, Jason Wei, Hyung Won Chung, Nathan Scales, Ajay Tanwani, Heather Cole-Lewis, Stephen Pfohl, et al. 2022 · 2022
Cited alongside, same era.
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Llama 2: Open foundation and fine-tuned chat models
Hugo Touvron, Louis Martin, Kevin Stone, Peter Albert, Amjad Almahairi, Yasmine Babaei, Nikolay Bashlykov, Soumya Batra, Prajjwal Bhargava, Shruti Bhosale, et al. 2023 · 2023
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Coad: Automatic diagnosis through symptom and disease collaborative generation
Huimin Wang, Wai-Chung Kwan, Kam-Fai Wong, and Yefeng Zheng. 2023 · 2023
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Towards conversational diagnostic ai
Tao Tu, Anil Palepu, Mike Schaekermann, Khaled Saab, Jan Freyberg, Ryutaro Tanno, Amy Wang, Brenna Li, Mohamed Amin, Nenad Tomasev, et al. 2024 · 2024
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