来源: 《nature》官网 2021/05/27


Volume 593 Issue 7860, 27 May 2021 [封面图]


《Chronic disease management’s digital future》 [内容页]


Chronic disease management’s digital futureimage.png

In China, AI is helping users actively manage the impacts of their lifestyle, with multiple chronic health management strategies integrated onto one of the country’s largest digital health platforms.


Using personalized digital technology to manage multiple chronic diseases will improve the declining outcomes for lifestyle-related diseases, says Fei Kong, chief executive officer of MIAO Health, one of China’s largest digital health platforms. Since 2014, his company has been using artificial intelligence and big data to offer cutting-edge digital services that help streamline medical treatment and drug supply, alert users and healthcare providers to potential future issues, and collect data to improve health risk assessments.

New technologies will be crucial to keeping China’s health in check, says Qing Guo, chairman of the health management department of the Chinese Medical Association. Digital technologies that virtually track and encourage health progress can reinforce healthy daily practices for millions of people, he points out.

“Our platforms were among the first in China to ‘gamify’ gradual improvements in lifestyle, ranging from nutrition and sports to psychological effects and sleep, which reinforces positive behaviour,” explains Bangchang Liu, MIAO Health’s senior vice president. Among the many gamified systems is a motion video recognition engine that uses deep-learning to identify key body points during real-time videostreaming, alerting individuals to poor posture.

Non-communicable diseases are a growing problem and a priority for governments, explains Kong. However, a2020 study on the global burden of disease published by The Lancet suggests that public health strategies are failing to adequately address the lifestyle factors linked to chronic disease.

In 2016, the Chinese government released the ‘Healthy China 2030 Action Plan’, citing five keys aims, one of which is controlling major risk factors. The plan outlines a systematic and ongoing series of policy reforms to ensure the fairness, accessibility, and effectiveness of health services across China, and it recognizes the need to incorporate a significant digital health transformation.

Behavioural change 

Algorithms that efficiently track chronic disease progress are also produced by MIAO Health’s industry-leading ‘health knowledge graph’, a type of dataset. These tools assist doctors, nutritionists and health managers, easing the caseload burden for a stretched industry.

“Our system streamlines health assessments through our H platform, and interventions through our M platform,” explains Xiaobin Luo, MIAO Health’s senior vice president and chief medical officer. He says MIAO Health’s AI platforms have been trained on healthy diet recipe data to recognize 13,000+ foods. By incorporating data from roughly 7,000 scientific documents, it can spot 3000+ unusual indicators, supply suggestions to help mitigate 100+ key risk factors, and provide pre-emptive health alerts for 1,300+ diseases.

An analysis of one million users conducted by the company between 2017 and 2018 showed that across the year participants recorded an average 35 minutes more sleep daily, 1.7 times more steps, and a total body weight roughly 1.5 kg lighter. This success, says Luo, has attracted a growing network of collaborators ranging from wearable device manufacturers and insurance companies, to clinics and hospitals. “These will enable a smooth transition from a passive medical treatment model to more active health management by individuals,” says Luo. They also plan to share their various AI capabilities with other health providers to support industry growth.

MIAO Health partner, the Canada Wellness Institute, provides chronic disease lifestyle interventions both online and offline.Credit: Beijing More Health Technology Group Co., Ltd

For example, their platforms have recently been used to provide data modelling for those being treated at chronic health specialty centre the Canada Wellness Institute (CWI), based at Seven Oaks General Hospital in Winnipeg, Manitoba. Since 2018, this partnership has also expanded to include various sites across China. “We started working in chronic disease management and intervention 20 years ago, and have built up substantial clinical data on a variety of conditions through the Canadian Chronic Disease Innovation Research Centre,” explains CWI’s chief executive officer, Carrie Solmundson. “Modelling this data through MIAO Health has significantly enhanced our patient services.”

Insurance integrated 

MIAO Health’s insurance verification and health-data visualization platforms are also optimizing health insurance operation, risk control, and product design. Today, MIAO Health’s partnership network encompasses roughly half of the insurance companies in China, including all of the top 20.

A Health Assessment Integrated Machine helps insurers assess health risks.Credit: Beijing More Health Technology Group Co., Ltd

There will be a synchronized growth between commercial health insurance and digital health management, explains Chongguang Jiang, the executive vice president of the China Insurance Innovation Institute. Given the age ratio and size of China’s aging population, the high prevalence of chronic diseases, and a relative scarcity of medical professionals, proactively managing risks will amplify the benefits for both insurers and the public, he says. “While preparing digital auditing strategies to ensure timely and fair checks on insurance eligibility and scope, it will be important for us to take to lead in pioneering new technological innovations and benefit management models.”

“Such comprehensive scope must also be grounded in our focus on data privacy,” notes Liu. “We understand that the big data on health from hospitals and insurance companies are the best and most accurate sources, but we also want to ensure personalized privacy and care. We are working on key advances through many government-supported pilot schemes and advising on new regulatory standards with government and business bodies.”














尊龙凯时人生就是博对100万用户进行为期一年的数据跟踪分析显示、步数增加1.7倍,全年接受健康管理的参与者平均每天睡眠增加35分钟,体重减轻约1.5公斤。据罗晓斌博士介绍,这吸引了越来越多的合作伙伴加入,包括可穿戴设备制造商、保险公司、诊所和医院。 “更多合作伙伴的参与、将促进大众从被动医疗模式顺利过渡到主动健康管理模式。”罗晓斌博士说、尊龙凯时人生就是博计划将人工智能平台及数据能力开放赋能给行业上下游,以支持行业发展。


加拿大健康管理中心(CWI)全球CEO  Carrie Solmundson 女士表示:“我们在20多年前就通过加拿大慢病创新研究中心开始从事慢性病管理和干预、积累了大量各种疾病相关的临床数据,显著提高了我们对患者的尊龙凯时人生就是博 ,通过尊龙凯时人生就是博进行建模后。”