Abstract: A method and system for assessing the risk of a cardiac event in a patient which utilizes real-time and historical data from Electronic Medical Record (EMR) systems is described. A risk of a cardiac event is estimated, in real-time or near-real-time, for a patient who is currently in a hospital emergency department. Batch data for one or more past patients is extracted from EMRs into a machine learning model. Using the machine learning model, a risk level for one or more past patients is calculated. A real-time database is constructed from streams of real-time Health Level 7 (HL7) clinical data, wherein at least one stream of real-time HL7 data is associated with the current patient, and a risk prediction is estimated by joining the calculated risk level for the patient in the machine learning model with the real-time HL7 clinical data from the patient.

Abstract: Systems and methods for rendering spatial audio in accordance with embodiments of the invention are illustrated. One embodiment includes a spatial audio system, including a primary network connected speaker, including a plurality of sets of drivers, where each set of drivers is oriented in a different direction, a processor system, memory containing an audio player application, wherein the audio player application configures the processor system to obtain an audio source stream from an audio source via the network interface, spatially encode the audio source, decode the spatially encoded audio source to obtain driver inputs for the individual drivers in the plurality of sets of drivers, where the driver inputs cause the drivers to generate directional audio.

Abstract: An umbilical arterial catherization device comprising a brace and a dilator. The brace has a body for supporting and stabilizing an umbilical cord end. The body may have resilient foam for grasping the umbilical cord, and may include a strap operable to secure part of the body to itself, after being wrapped around the umbilical cord. The dilator has a hook for engaging an open end of an arterial lumen, and a catch operable to fix the dilator to the brace in a position for dilating the arterial lumen. Both hands may be used to place the dilator while the device serves to stabilize and support the umbilical cord without use of the hands. The device may include a lighting element for illuminating the end of the umbilical cord to aid in visualization of the arterial lumen and facilitate proper placement of the catch within the arterial lumen.