扩大健康大数据生态系统:让所有利益相关者参与进来!

D. Kalra
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引用次数: 2

摘要

现在迫切需要扩大我们的集体能力,从健康数据中学习见解,改善患者护理途径和健康服务,确保公共卫生措施和战略以实时证据为基础,并加快药物、疫苗和人工智能算法的开发等研究。欧洲正在国家内部和国家之间投资研究基础设施,以实现这一规模的扩大,最常见的是通过联邦架构。最新进展是欧盟委员会创建欧洲健康数据空间的计划。然而,任何组合数据或运行分布式查询的体系结构都严重依赖于所保存的数据或映射到标准化形式(结构和语义)的数据。尽管在定义实用的临床模型和价值集时需要更多的利益相关者参与,但实现这一目标的标准是存在的,但真正采用互操作性令人失望,需要进一步的激励和投资。数据质量是另一个问题,只有意识到这一点很重要,有投资意愿,并认识到许多利益相关者需要有动力提高质量,才能提高数据质量。扩大数据的使用也意味着让工业等新的参与者参与进来。社会信任是实现数据新用途的重要先决条件。透明度是信任的关键成功因素。数据访问治理规则必须通过公开公众咨询制定。做出访问决定的机构必须公布其允许的数据访问信息。为了让公众参与进来,他们必须比大多数人更了解健康数据的性质,如何将其用于社会利益,以及在使用数据时有什么保障措施来保护他们。
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Scaling up the Big Health Data Ecosystem: Engaging all Stakeholders!
There is now an urgent need to scale up our collective capability to learn insights from health data, to improve patient care pathways and health services, to ensure that public health measures and strategies are underpinned by real time evidence, and to accelerate research such as the development of drugs, vaccines and AI algorithms. Europe is investing within and across countries in research infrastructures to enable this scaling up, most frequently through federated architectures. The latest development is the plan from the European Commission to create a European Health Data Space. However, any architecture to combine data or to run distributed queries is critically dependent upon the data being held or mapped to a standardised form (structurally and semantically). Standards exist to achieve this, although more stakeholder engagement is needed in defining practical clinical models and value sets, but the real adoption of interoperability is disappointing and needs further incentivisation and investment. Data quality is another concern that can only be improved if there is awareness that this is important, a willingness to invest and a recognition that many stakeholders need to become motivated to improve quality. Scaling up the uses of data also means involving new actors such as industry. Societal trust is a vital prerequisite for enabling novel uses of data. Transparency is a critical success factor for trust. Data access governance rules must be developed through open public consultation. The bodies who make access decisions must publish information about the data accesses they have permitted. For the public to be on board they have to understand much more than most people do about the nature of health data, how it can be used for the benefit of society and what safeguards protect them when the data are used.
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