Health and Technology · 2017 · 474 citations · 15 references
Artificial IntelligenceEngineeringDeepmind Technologies LimitedAi FoundationIntelligent SystemsBiomedical Artificial IntelligenceData ScienceDigital HealthFoundation ModelsAi HealthcarePublic HealthAcute Kidney InjuryHealthcare Big DataGoogle DeepmindHealth PolicyHealth Care AnalyticsComputer ScienceData-centric AiMedical Language ProcessingDeep LearningPrecision MedicineHealth Data ScienceHealth Data AnalyticsHealthcare DataHealth InformaticsBig Data
Data‑driven tools, especially machine learning, promise to improve healthcare, and DeepMind, a Google subsidiary, is positioning itself as a pioneer in this field. The article uses the DeepMind‑Royal Free partnership to derive lessons and pose critical questions for policymakers, industry, and individuals as healthcare enters an algorithmic era. DeepMind’s 2016 partnership with the Royal Free NHS to manage acute kidney injury began with enthusiasm but later revealed privacy and power concerns.
Data-driven tools and techniques, particularly machine learning methods that underpin artificial intelligence, offer promise in improving healthcare systems and services. One of the companies aspiring to pioneer these advances is DeepMind Technologies Limited, a wholly-owned subsidiary of the Google conglomerate, Alphabet Inc. In 2016, DeepMind announced its first major health project: a collaboration with the Royal Free London NHS Foundation Trust, to assist in the management of acute kidney injury. Initially received with great enthusiasm, the collaboration has suffered from a lack of clarity and openness, with issues of privacy and power emerging as potent challenges as the project has unfolded. Taking the DeepMind-Royal Free case study as its pivot, this article draws a number of lessons on the transfer of population-derived datasets to large private prospectors, identifying critical questions for policy-makers, industry and individuals as healthcare moves into an algorithmic age.
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The economic impact of acute kidney injury in England
Marion Kerr, Michael Bedford, Beverley Matthews et al. · Nephrology Dialysis Transplantation · 2014 · 271 citations · Full text
What is the real impact of acute kidney injury?
Michael Bedford, Paul E. Stevens, Toby Wheeler et al. · BMC Nephrology · 2014 · 94 citations · Full text