Abstract: Techniques for machine learning-based data generation are provided. A patient identifier corresponding to a patient is received, and a plurality of patient records is accessed based on the patient identifier. Text data is generated by extracting textual information from the plurality of patient records using one or more text machine learning models. Clinical data is generated by processing the text data using one or more extraction machine learning models, and summarized clinical data is generated by processing the clinical data using one or more summary machine learning models. The summarized clinical data is output.

Abstract: A duplexer assembly is provided and includes a circuit board and a duplexer connected to the circuit board by a joint material, wherein the joint material provides a joint thickness of at least about 10 mils.