We congratulate all outstanding researchers who won the 2021 Outstanding Research Paper Awards at the Annual Meeting of the Chinese Medical Association-Taipei (CMA-Taipei) on July 16, 2022, held at Taipei, Taiwan. All research articles have been selected from the 2021 issues of the Journal of the Chinese Medical Association (JCMA), which is one of the most popular medical journals with the achievement of 2021 new impact factor (IF) as 3.396. The current editorial is a "Part I," which introduces five excellent works with the development of new innovations.The first winner is Dr. Liu who won the CMA-Taipei Outstanding Research Work Award for her publication, entitled "Concordance analysis of intrapartum cardiotocography between physicians and artificial intelligence-based technique using modified one-dimensional fully convolutional networks." 1 The detailed introduction has been shown before. 2 In brief, they used a novel artificial intelligence (AI) tool with a combination of fully convolutional networks and deep learning to provide a chance to monitor fetal well-being (fetal heart rate) and adequate uterine contraction during labor continuously and precisely. Their attempt, although too immature, is a really big advanced step, since with the assistance of AI, an immediate, prompt, uninterrupted, and possibly cost-effective supplement may be much valuable in the crisis setting or in contexts where the traditional medical care system is out of date, or when there is a shortage of medical care providers. 2 Second, the winner of the outstanding research for gastroenterology and hepatology is Dr. Huang for his excellent work investigating the association between genetic background and the development of a relatively complicated hepatic diseasenonalcoholic steatohepatitis (NASH). 3 It is well known that