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author    = "Lewis, Patrick and Perez, Ethan and Piktus, Aleksandra and Petroni, Fabio and Karpukhin, Vladimir and Goyal, Naman and K{\"u}ttler, Heinrich and Lewis, Mike and Yih, Wen-tau and Rockt{\"a}schel, Tim",
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year = 2020,
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  author    = "Hong, Sirui and Zhuge, Mingchen and Chen, Jonathan and Zheng, Xiawu and Cheng, Yuheng and Wang, Jinlin and Zhang, Ceyao and Wang, Zili and Yau, Steven and Lin, Zijuan and Zhou, Liyang and Ran, Chenyu and Xiao, Lingfeng and Wu, Chenglin and Schmidhuber, Jürgen",
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@inproceedings{tang2024medagents,
  author    = "Xiangru Tang and Anni Zou and Zhuosheng Zhang and Ziming Li and Yilun Zhao and Xingyao Zhang and Arman Cohan and Mark Gerstein",
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  title     = "{MedAgents: Large language models as collaborators for zero-shot medical reasoning}",
  booktitle = "Proceedings of Findings of the Association for Computational Linguistics (ACL)",
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  address   = "Bangkok, Thailand",
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@inproceedings{yao2023react,
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  title     = "{React: Synergizing reasoning and acting in language models}",
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  year      = "2020",
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@inproceedings{mallen2022not,
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@inproceedings{hofstatter2021mitigating,
author = {Hofst\"{a}tter, Sebastian and Lipani, Aldo and Althammer, Sophia and Zlabinger, Markus and Hanbury, Allan},
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booktitle = "European Conference on Information Retrieval",
year = {2021},
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pages = {238–253},
numpages = {16}
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  author    = "Wei, Jason and Wang, Xuezhi and Schuurmans, Dale and Bosma, Maarten and Xia, Fei and Chi, Ed and Le, Quoc V and Zhou, Denny and others",
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  title     = "{Chain-of-thought prompting elicits reasoning in large language models}",
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  year      = 2024,
  title     = "{MMedAgent: Learning to use medical tools with multi-modal agent}",
  booktitle = "Findings of the Association for Computational Linguistics:EMNLP",
  pages     = "8745-8760",
  address   = "Miami, USA",
  publisher = "Association for Computational Linguistics",
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@inproceedings{kim2024mdagents,
  author    = "Kim, Yubin and Park, Chanwoo and Jeong, Hyewon and Chan, Yik Siu and Xu, Xuhai and McDuff, Daniel and Lee, Hyeonhoon and Ghassemi, Marzyeh and Breazeal, Cynthia and Park, Hae Won",
  year      = 2024,
  title     = "{MDAgents: An adaptive collaboration of LLMs for medical decision-making}",
  booktitle = "Proceedings of the 38th International Conference on Neural Information Processing Systems (NeurIPS)",
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@inproceedings{chang2024agentboard,
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  year      = 2024,
  title     = "{Agentboard: An analytical evaluation board of multi-turn llm agents}",
  booktitle = "Proceedings of the 38th International Conference on Neural Information Processing Systems (NeurIPS)",
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  address   = "Vancouver, Canada",
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@inproceedings{li2023llavamed,
  author    = "Li, Chunyuan and Wong, Cliff and Zhang, Sheng and Usuyama, Naoto and Liu, Haotian and Yang, Jianwei and Naumann, Tristan and Poon, Hoifung and Gao, Jianfeng",
  year      = 2023,
  title     = "{LLaVA-med: Training a large language-and-vision assistant for biomedicine in one day}",
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@inproceedings{abodayeh2023web,
  author    = "Abodayeh, Ayat and Hejazi, Reem and Najjar, Ward and Shihadeh, Leena and Latif, Rabia",
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  title     = "{Web scraping for data analytics: A beautifulsoup implementation}",
  booktitle = "Sixth International Conference of Women in Data Science at Prince Sultan University (WiDS PSU)",
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@inproceedings{livathinos2025docling,
  author    = "Livathinos, Nikolaos and Auer, Christoph and Lysak, Maksym and Nassar, Ahmed and Dolfi, Michele and Vagenas, Panos and Ramis, Cesar Berrospi and Omenetti, Matteo and Dinkla, Kasper and Kim, Yusik and others",
  year      = 2025,
  title     = "{Docling: An efficient open-source toolkit for AI-driven document conversion}",
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@misc{zhang2025survey,
  author  = "Zhang, Qiyuan and Lyu, Fuyuan and Sun, Zexu and Wang, Lei and Zhang, Weixu and Hua, Wenyue and Wu, Haolun and Guo, Zhihan and Wang, Yufei and Muennighoff, Niklas and others",
  year    = 2025,
  title   = "{A survey on test-time scaling in large language models: What, How, Where, and How well?}",
  howpublished = {\url{arXiv:2503.24235}}
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@misc{wang2025medagent,
  author        = "Wang, Ziyue and Wu, Junde and Cai, Linghan and Low, Chang Han and Yang, Xihong and Li, Qiaxuan and Jin, Yueming",
  year          = 2025,
  title         = "{MedAgent-Pro: Towards evidence-based multi-Modal medical diagnosis via reasoning agentic workflow}",
  howpublished = {\url{arXiv:2503.18968}}
}

@misc{hou2025model,
  author        = "Hou, Xinyi and Zhao, Yanjie and Wang, Shenao and Wang, Haoyu",
  year          = "2025",
  title         = "{Model context protocol (mcp): landscape, security threats, and future research directions}",
  howpublished = {\url{arXiv:2503.23278}}
}

@misc{chen2025janus,
  author        = "Chen, Xiaokang and Wu, Zhiyu and Liu, Xingchao and Pan, Zizheng and Liu, Wen and Xie, Zhenda and Yu, Xingkai and Ruan, Chong",
  year          = "2025",
  title         = "{Janus-pro: Unified multimodal understanding and generation with data and model scaling}",
howpublished = {\url{arXiv:2501.17811}}
}

@misc{deepseekai2025deepseekr1incentivizingreasoningcapability,
  author        = "DeepSeek-AI",
  year          = "2025",
  title         = "{DeepSeek-R1: Incentivizing reasoning capability in LLMs via reinforcement learning}",
howpublished = {\url{arXiv:2501.12948}}
}

@misc{sellergren2025medgemma,
  author        = "Sellergren, Andrew and Kazemzadeh, Sahar and Jaroensri, Tiam and Kiraly, Atilla and Traverse, Madeleine and Kohlberger, Timo and Xu, Shawn and Jamil, Fayaz and Hughes, Cían and Lau, Charles and others",
  year          = "2025",
  title         = "{MedGemma technical report}",
howpublished = {\url{arXiv:2507.05201}}
}

@misc{qwen2.5-VL,
  author        = "Bai, Jinze and Bai, Shuai and Yang, Shusheng and Wang, Shijie and Tan, Sinan and Wang, Peng and Lin, Junyang and Zhou, Chang and Zhou, Jingren",
  year          = "2023",
  title         = "{Qwen-VL: A versatile vision-language model for understanding, localization, text reading, and beyond}",
howpublished = {\url{arXiv:2308.12966}}
}



@misc{vukadinovic2024echoprime,
  author        = "Vukadinovic, Milos and Tang, Xiu and Yuan, Neal and Cheng, Paul and Li, Debiao and Cheng, Susan and He, Bryan and Ouyang, David",
  year          = "2024",
  title         = "{EchoPrime: A multi-video view-informed vision-language model for comprehensive echocardiography interpretation}",
howpublished = {\url{arXiv:2410.09704}}
}

@misc{Cleveland2025,
  author       = {Cleveland Clinic},
  title        = {Cleveland},
year         = {2025},
  howpublished = {\url{https://my.clevelandclinic.org/}},
  note         = {Accessed:2025-04-01}
}
  

@misc{NHLBI2025,
  author       = {NHLBI},
  title        = {The national heart, lung, and blood institute},
  year         = {2025},
  howpublished = {\url{https://www.nhlbi.nih.gov/}},
  note         = {Accessed:2025-04-01}
}


@misc{AHA2025,
  author       = {AHA},
  title        = {American heart association},
  year         = {2025},
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  note         = {Accessed:2025-04-01}
}


@misc{healthline2025,
  author       = {Healthline Media LLC},
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year         = {2025},
  note         = {Accessed:2025-04-01}
}
  

@misc{mfmmer2025,
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  title        = {Mayo clinic},
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  note         = {Accessed:2025-04-01}
}
  


@misc{nhs2025,
  author       = {{NHS}},
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year         = {2025},
  note         = {Accessed:2025-04-01}
}
  

@misc{c:23,
  title        = "Pluto: The 'other' red planet",
  author       = "{NASA}",
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  year         = 2015,
  note         = "Accessed: 2018-12-06"
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@misc{xagent2023,
      title="XAgent: An autonomous agent for complex task solving", 
      author="{XAgent Team}",
      year=2023,
      howpublished = "\url{https://github.com/OpenBMB/XAgent}",
      note= "Accessed: 2025-04-01"
}






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  title   = "{2021 ESC Guidelines for the diagnosis and treatment of acute and chronic heart failure: Developed by the Task Force for the diagnosis and treatment of acute and chronic heart failure of the European Society of Cardiology (ESC) With the special contribution of the Heart Failure Association (HFA) of the ESC}",
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@article{hu2022lora,
  author  = "Hu, Edward J and Shen, Yelong and Wallis, Phillip and Allen-Zhu, Zeyuan and Li, Yuanzhi and Wang, Shean and Wang, Lu and Chen, Weizhu and others",
  year    = 2022,
  title   = "{LoRA: Low-rank adaptation of large language models}",
  journal = "International Conference on Learning Representations (ICLR)",
  volume  = 1,
  pages   = "3",
publisher = "ICLR Organization",
}

@article{hong2023icd,
  author  = "Hong, Yi and Zeng, Marcia Lei",
  year    = 2023,
  title   = "{International classification of diseases (ICD)}",
  journal = "KO Knowledge Organization",
  volume  = 49,
  number  = 7,
  pages   = "496-528"
}



