AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Clinical research over electronic health records depends on derived variables whose definitions sit outside the schema, in item codes, time windows, missingness rules, and output-grain choices that change cohorts and downstream conclusions. We introduce M4Bench, 28 clinical derivation tasks across 15 task families on M...
This work presents MIMIC-IV-Echo, a publicly available dataset of echocardiographic imaging and structured quantitative measurements linked to the MIMIC-IV clinical database, which supports a wide range of research applications in cardiovascular imaging, multimodal learning, phenotyping, and clinical outcome modeling.
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