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    • Diabetes Technology Meeting 2021

    Journal of diabetes science and technology（2022）

    Diabet Technol Soc | Univ Calif San Francisco | Kings Coll London | Yale Univ | Univ Calif San Diego | Diabet Technol Consultants | Univ Padua | Mary & Dick Allen Diabet Ctr Hoag | Univ Pavia | Rensselaer Polytech Inst | Int Diabet Ctr | Baltimore VA Med Ctr | Univ Colorado Anschutz Med Campus | Univ Hawaii | Univ Texas Dallas | Mills Peninsula Med Ctr

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    Abstract
    Diabetes Technology Society hosted its annual Diabetes Technology Meeting on November 4 to November 6, 2021. This meeting brought together speakers to discuss various developments within the field of diabetes technology. Meeting topics included blood glucose monitoring, continuous glucose monitoring, novel sensors, direct-to-consumer telehealth, metrics for glycemia, software for diabetes, regulation of diabetes technology, diabetes data science, artificial pancreas, novel insulins, insulin delivery, skin trauma, metabesity, precision diabetes, diversity in diabetes technology, use of diabetes technology in pregnancy, and green diabetes. A live demonstration on a mobile app to monitor diabetic foot wounds was presented.
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    Key words
    diabetes,digital health,glucose,insulin,software,technology
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    • Pretraining has recently greatly promoted the development of natural language processing (NLP)
    • We show that M6 outperforms the baselines in multimodal downstream tasks, and the large M6 with 10 parameters can reach a better performance
    • We propose a method called M6 that is able to process information of multiple modalities and perform both single-modal and cross-modal understanding and generation
    • The model is scaled to large model with 10 billion parameters with sophisticated deployment, and the 10 -parameter M6-large is the largest pretrained model in Chinese
    • Experimental results show that our proposed M6 outperforms the baseline in a number of downstream tasks concerning both single modality and multiple modalities We will continue the pretraining of extremely large models by increasing data to explore the limit of its performance
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    Chat Paper
    【要点】：本文概括了2021年糖尿病技术会议的主要内容，展示了糖尿病技术在监测、治疗和管理方面的最新进展和创新应用。
    

    【方法】：会议通过召集各领域专家进行报告和讨论，交流糖尿病技术的最新研究成果。
    

    【实验】：会议中包括了对监测糖尿病足部伤口的移动应用程序的实时演示，具体的数据集和实验结果在文中未提及。