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Developing or independently evaluating algorithms in biomedical research is difficult due to restrictions on access to clinical data. Access is restricted because of privacy concerns, the proprietary treatment of data by institutions (fueled in part by the cost of data hosting, curation, and distribution), concerns over misuse, and the complexities of applicable regulatory frameworks. The use of cloud technology and services can address many of these barriers to data sharing. For example, researchers can access data in high-performance, secure, and auditabl