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Multi-Task Deep Learning Framework for Real-Time Quality Assessment and Probe Guidance in Echocardiography.
Source date: 2026-07-29; every summary retains an explicit study-design boundary.
The study combines view classification, segmentation, entropy-based quality scoring and seven corrective probe manoeuvres in a real-time multi-task framework.
Evidence boundary: 方法开发与验证设置不能等同于临床部署效果或患者结局改善。
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2026-07-29—2026-07-29. Items come from public APIs and pass original-link and Beijing-time window checks. They indicate public attention and discussion, not paper quality, clinical effectiveness, or scientific consensus.
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