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Databricks > 实例探究 > 彻底改变自闭症诊断:通过物联网进行早期干预
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Revolutionizing Autism Diagnosis in Children through IoT and Machine Learning

技术
  • 分析与建模 - 机器学习
  • 平台即服务 (PaaS) - 应用开发平台
适用行业
  • 医疗保健和医院
  • 生命科学
适用功能
  • 产品研发
用例
  • 临床图像分析
  • 根因分析与诊断
服务
  • 数据科学服务
挑战
历史上,自闭症的诊断一直受到主观性和不一致、长期的临床评估、专家短缺以及基于社会经济地位、种族、性别和地理位置的诊断差异等因素的阻碍。
关于客户
Cognoa 是一家儿科行为健康公司,旨在改善自闭症和其他神经发育疾病的诊断和治疗。他们开发了 Canvas Dx,这是一种在诊断过程中为临床医生提供支持的设备。
解决方案
Cognoa 开发了 Canvas Dx,这是一种 FDA 授权的诊断设备,允许医疗保健提供者诊断或排除年仅 18 个月大的儿童的自闭症。使用 Databricks Lakehouse 平台,Cognoa 可以在更短的时间内做出高度准确的诊断,从而实现早期干预。
运营影响
  • The use of Canvas Dx not only provides a highly accurate diagnosis but also offers a remote diagnosis, making it more accessible to a wider range of patients. It allows for diagnosis starting at age 18 months, significantly earlier than the U.S. average age diagnosis of 4.3 years. This early diagnosis is a critical step towards early intervention for children, which can result in positive lifelong outcomes. Furthermore, the use of Databricks Lakehouse Platform allows the Cognoa team to collaborate in real time with people around the world, conduct experiments more efficiently and at scale, and create production-ready models faster, which is crucial when the well-being of children is at stake.
数量效益
  • Reduces the time to diagnose autism in children by up to 3 years
  • Enables diagnosis or ruling out of autism in children as young as 18 months and up to 72 months
  • Provides remote diagnosis, eliminating the need for in-clinic visits

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