Abstract: Systems and methods for autonomous patient monitoring in a telehealth system. The system may include an in-room device including a camera and other devices to extract information from the patient environment in real-time. The information from the patient environment may be processed using object detection and other algorithms to identify and track relevant objects and/or events over time. The system may be configured to notify a care provider of specific events. A multi-modal large language model (MMLLM) may be employed to interpret the information about the patient environment and prompts or instructions from a care providers to monitor for and raise alerts or perform other actions in response to the detection of specific events. The system may also generate a user interface that enables a remote provider to quickly access zoom images of objects of interest within the patient environment.

Abstract: A storage system for storing and preserving food items or the like includes a sealable storage bag having attached to it a one-way valve element that communicates with the interior volume of the storage bag. The system also includes an evacuation device that can be positioned over the one-way valve element to evacuate air entrapped in the interior volume via the valve element. To avoid possible damage to the storage bag, the valve element, or the stored food items, the evacuation device is configured to have a maximum evacuation pressure of 6 pounds per square inch absolute or greater. In an embodiment, to control the maximum evacuation pressure of the evacuation device, the evacuation device can include a pressure control feature which in further embodiments may be pressure activated or user selectable.

Abstract: A storage system for storing and preserving food items or the like includes a sealable storage bag having attached to it a one-way valve element that communicates with the interior volume of the storage bag. The system also includes an evacuation device that can be positioned over the one-way valve element to evacuate air entrapped in the interior volume via the valve element. To avoid possible damage to the storage bag, the valve element, or the stored food items, the evacuation device is configured to have a maximum evacuation pressure of 6 pounds per square inch absolute or greater. In an embodiment, to control the maximum evacuation pressure of the evacuation device, the evacuation device can include a pressure control feature which in further embodiments may be pressure activated or user selectable.