The present invention is directed to an instrumented medication dispenser with real-time vital sign monitoring in order to assist patients in managing their medicine intake. It provides various benefits such as assisting patients in maintaining the correct dosing of their medicines, but most important is the ability to monitor the patient's vital signs and provide real time updates to a doctor. It therefore assists patients in the event that a health issue arises, especially in instances where the health issue is related to medicine intake, and providing information and support to health care providers.

The present invention is directed to an instrumented medication dispenser with real-time vital sign monitoring in order to assist patients in managing their medicine intake. It provides various benefits such as assisting patients in maintaining the correct dosing of their medicines, but most important is the ability to monitor the patient's vital signs and provide real time updates to a doctor. It therefore assists patients in the event that a health issue arises, especially in instances where the health issue is related to medicine intake, and providing information and support to health care providers.

Introduced here are containers designed to promote compliance with regimens for administering the medications stored therein. These containers can facilitate the conveyance of information related to a regimen through the use of a non-written medium. A container may include one or more display elements configured to emit/reflect light to indicate when medication stored in the container should be administered. An example of a display element is a light-emitting diode (LED). Emittance/reflectance of the light by the display element(s) may be governed by a different clock signal than the clock signal used to determine whether doses of medication are due to be administered.

Introduced here are containers designed to promote compliance with regimens for administering the medications stored therein. These containers can facilitate the conveyance of information related to a regimen through the use of a non-written medium. A container may include one or more display elements configured to emit/reflect light to indicate when medication stored in the container should be administered. An example of a display element is a light-emitting diode (LED). Emittance/reflectance of the light by the display element(s) may be governed by a different clock signal than the clock signal used to determine whether doses of medication are due to be administered.

Skincare and facial scanning systems and methods are disclosed herein for providing skincare device connectivity and setting configurations. A skincare device comprising a sensor is configure to scan, and to deposit a cosmetic ink composition onto, the skin of a user. A skincare application (app), communicatively coupled to the skincare device, generates a user-specific electronic analysis based on use of the skincare device on skin of a face portion of the user, wherein at least a portion of the user-specific electronic analysis is configured for display on a graphic user interface. In some aspects, the skincare device comprises an identification certificate configured to uniquely identify the skincare device to the skincare app upon a connection between the skincare device and the skincare app. The connection may be a persistent connection maintaining connectivity between the skincare device and the skincare app for a plurality of uses of the skincare device.

A computerized method for transforming an interactive graphical user interface according to machine learning includes selecting a persona, loading a data structure associated with the selected persona, and generating the interactive graphical user interface. The method includes, in response to a user selecting a first selectable element, inputting a first set of explanatory variables to a first trained machine learning model to generate a first metric, and transforming the user interface according to the selected persona and the first metric. The method includes, in response to the user selecting a second selectable element, inputting a second set of explanatory variables to a second trained machine learning model to generate a second metric, and transforming the user interface according to the selected persona and the second metric. In various implementations, first metric is a first probability of the persona being approved for a first prior authorization prescription.

An improved home automation system is provided to facilitate senior care, as well as to facilitate care for individuals suffering from Alzheimer's disease or other dementias. A home control unit is provided that is connected to, and interfaces with, a combination of health equipment, smart home appliances, a smart medicine cabinet, a smart pantry, wearable sensors, motion detectors, video cameras, microphones, video monitors, speakers, smart thermostat, lighting, floor sensors, bed sensors, smoke detectors, glass breakage detectors, door sensors, and other perimeter sensors. A distributed computational architecture is provided having a CPU associated with each video camera and an associated proximate microphone and speaker, wherein speech detection and processing, and video processing, is performed by each such CPU in conjunction with its associated video camera, microphone, and speaker. Remote backup for such distributed speech processing is selectively provided by a remote server based upon confidence scopes generated by each such CPU. The distributed computational architecture is also utilized for video processing to facilitate peer-to-peer video conferencing communication using industry standard formats and to reduce latency and response times that would otherwise be encountered using remote servers.

Image based and network controlled, security systems and methods are disclosed herein for securely dispensing pharmaceutical products onsite at a physical location. A server receives scanned prescription image corresponding to a prescription of a user and determines a pharmaceutical product and a pharmaceutical product amount of the pharmaceutical product. The server receives, from a pharmaceutical product imaging device positioned within a physically secured pharmacy area, images of the pharmaceutical product, and then transmits, to a visualization user interface application executing on a network computer positioned outside the physically secured pharmacy area, a visual confirmation of the pharmaceutical product and the pharmaceutical product amount. The server receives, from the visualization user interface application, a verification of the visual confirmation, and updates, based on the verification, the user account with a ready state corresponding to the prescription, wherein the ready state indicates that the user may receive the pharmaceutical product.

Image based and network controlled, security systems and methods are disclosed herein for securely dispensing pharmaceutical products onsite at a physical location. A server receives scanned prescription image corresponding to a prescription of a user and determines a pharmaceutical product and a pharmaceutical product amount of the pharmaceutical product. The server receives, from a pharmaceutical product imaging device positioned within a physically secured pharmacy area, images of the pharmaceutical product, and then transmits, to a visualization user interface application executing on a network computer positioned outside the physically secured pharmacy area, a visual confirmation of the pharmaceutical product and the pharmaceutical product amount. The server receives, from the visualization user interface application, a verification of the visual confirmation, and updates, based on the verification, the user account with a ready state corresponding to the prescription, wherein the ready state indicates that the user may receive the pharmaceutical product.

Systems, apparatuses, and methods include an intraocular lens (IOL) cart that may assist with inventory management and may help users identify an IOL for use in a particular surgical application. The IOL cart may include sensors and indicators that provide information to a user and may update IOL inventory automatically whenever the IOL cart is accessed by a user.