实例探究 > AZ Delta:通过数据分析彻底改变医疗保健

AZ Delta:通过数据分析彻底改变医疗保健

技术
  • 分析与建模 - 机器学习
  • 基础设施即服务 (IaaS) - 云计算
适用行业
  • 教育
  • 医疗保健和医院
适用功能
  • 产品研发
用例
  • 预测性维护
  • 篡改检测
服务
  • 云规划/设计/实施服务
  • 培训
关于客户
AZ Delta 是比利时最大的医院之一,拥有 1,400 张床位,每年接待约 650,000 名患者就诊。他们优先考虑创新和与患者的持续对话,旨在成为高质量护理的领导者。该医院的首席创新官 Peter De Jaeger 领导了这项利用技术和数据分析来改善医疗保健的计划。
挑战
AZ Delta 是比利时最大的医院之一,拥有大量数字化医疗数据,但很难大规模使用。数据并不位于单一位置,因此分析起来很困难。此外,数据的复杂性以及结构化和自由文本格式的变化使得很难提取有用的见解。本地IT基础设施不适合大规模数据分析,手动查询运行时间长达15分钟。
解决方案
AZ Delta 求助于 Google Cloud 来构建全面的医疗数据分析平台。他们使用 Google Cloud 的 Virtual Private Cloud 和 Cloud Identity 来安全存储和访问敏感医疗数据。 BigQuery 用于整理和分析数亿个数据点,将查询运行时间从 15 分钟显着缩短至 15 秒。 TensorFlow 等机器学习工具被用来训练算法,为医生提供相关信息,使他们能够做出更好的治疗决策。
运营影响
  • The implementation of the data analytics platform has significantly improved AZ Delta's ability to leverage its vast amount of medical data. The platform has enabled the hospital to work at the scale and speed it needs, reducing query times and allowing staff to get answers back within seconds. The hospital has been able to clean and code data for 50,000 patients, handling around half a million data points with ease and speed. The use of machine learning algorithms has empowered physicians to find the best course of action faster, improving patient care. The hospital is now planning to extend the analytics platform to other patients and add other kinds of data for greater analytical insight. The implementation of the platform has opened up new possibilities for the hospital, allowing it to do things that were previously beyond the scope of human ability.

数量效益
  • Reduced data query run time from 15 minutes to 15 seconds

  • Cleaned and coded data for 50,000 patients, handling around half a million data points with ease and speed

  • Automated much of the query building and optimization, allowing staff to interrogate the data they need and get answers back within seconds

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