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However, challenges remain in handling edge cases, such as semantically overlapping frame definitions and negation detection. The real-world applicability of this approach is still limited by the need for specialized, high-quality annotated data, though model distillation strategies could help mitigating this constraint. In future work, we will validate the results and test the application of the approach to reports from other radiology departments.
J Med Internet Res 2025;27:e68427
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Mapping the Evidence on Compassion Skills in Applied Behavior Analysis: Protocol for Scoping Review
JMIR Res Protoc 2025;14:e66399
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However, data systems can also distribute the storage and processing of data across different nodes or locations such as servers and edge devices.
Servers act as the central processing units in data architecture, supporting computing workloads in data extraction, storage, and transformation of data. Edge devices mainly provide support for data extraction and preprocessing, generally located near the source of the data.
J Med Internet Res 2025;27:e66616
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Health Care Social Robots in the Age of Generative AI: Protocol for a Scoping Review
JMIR Res Protoc 2025;14:e63017
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