Abstract: Aspects of the disclosure relate to strategizing distributed systems using quantum simulation. A quantum simulation platform may train a quantum simulation model (QSM) and an encoding model. The platform may generate a digital twin of a distributed software system (DSS). The platform may generate a directed acyclic graph (DAG) based on source code for updating the DSS. The platform may generate encoded vectors using the DAG and the encoding model. The platform may generate a source code matrix based on generating distribution assessments for the encoded vectors. The platform may generate a configuration matrix based on generating change vectors using the digital twin. The platform may generate execution scenarios and optimization scores using the QSM, based on inputting the matrices. The platform may identify an optimal execution scenario. The platform may cause one or more updates the DSS based on the optimal execution scenario.

Abstract: Techniques for patient medical care are disclosed. These techniques include identifying a plurality of prediction data, the prediction data comprising both: (i) patient medical data comprising a plurality of characteristics relating to a medical history for the patient, and (ii) patient order data comprising a plurality of characteristics relating to an order history for medical items relating to the patient. The techniques further include predicting a probability of attrition from a medical treatment for the patient based on providing the prediction data to a machine learning (ML) model, where the ML model is trained to predict the probability using prior patient medical data and prior patient order data, relating to a plurality of prior patients. The techniques further include triggering an intervention to prophylactically discourage attrition from the medical treatment for the patient, based on the predicted probability of attrition.

Abstract: The disclosed technology provides systems, architectures, and methods for providing to a Web page electronic advertisements related to the content of the Web page. In one aspect, the disclosed technology manages and serves electronic advertisements for affiliated Web page publishers and advertisers. A computer-implemented method in accordance with the disclosed technology receives a request for an electronic advertisement for a Web page, wherein the Web page is associated with a Web page publisher, accesses one or more keywords appearing in the Web page, identifies one or more relevant electronic advertisements related to the keyword(s), wherein the relevant electronic advertisement(s) are associated with an advertiser affiliated with the Web page publisher, and communicates one or more the relevant electronic advertisements to the Web page for display. The disclosed technology also includes a computer executing software, wherein the executed software causes the computer to perform the steps above.

Abstract: Ergonomics awareness chairs, systems, and methods are disclosed. Methods include reading sensor values from sensors in an ergonomics awareness chair, calculating a posture type based on the sensor values, determining a time the user has been continuously sitting properly, and, if the time is greater than a predetermined threshold time, alerting the user to take a break. Systems include a user-interface computer and an ergonomics awareness chair with a controller. The ergonomics awareness chair includes a shoulder sensor, a lumbar sensor, a buttocks sensor, a thigh sensor, and an armrest sensor in each of the armrests. The controller is configured to acquire sensor values from the sensors. The user-interface computer is programmed to determine at least two types of postures based on the sensor values. The types of postures may include sitting properly and sitting improperly (e.g., slouching, hunching, straining shoulders, leaning, sitting on edge, and crossing legs).

Abstract: Ergonomics awareness chairs, systems, and methods are disclosed. Methods include reading sensor values from sensors in an ergonomics awareness chair, calculating a posture type based on the sensor values, determining a time the user has been continuously sitting properly, and, if the time is greater than a predetermined threshold time, alerting the user to take a break. Systems include a user-interface computer and an ergonomics awareness chair with a controller. The ergonomics awareness chair includes a shoulder sensor, a lumbar sensor, a buttocks sensor, a thigh sensor, and an armrest sensor in each of the armrests. The controller is configured to acquire sensor values from the sensors. The user-interface computer is programmed to determine at least two types of postures based on the sensor values. The types of postures may include sitting properly and sitting improperly (e.g., slouching, hunching, straining shoulders, leaning, sitting on edge, and crossing legs).

Abstract: The disclosed technology provides systems, architectures, and methods for providing to a Web page electronic advertisements related to the content of the Web page. In one aspect, the disclosed technology manages and serves electronic advertisements for affiliated Web page publishers and advertisers. A computer-implemented method in accordance with the disclosed technology receives a request for an electronic advertisement for a Web page, wherein the Web page is associated with a Web page publisher, accesses one or more keywords appearing in the Web page, identifies one or more relevant electronic advertisements related to the keyword(s), wherein the relevant electronic advertisement(s) are associated with an advertiser affiliated with the Web page publisher, and communicates one or more the relevant electronic advertisements to the Web page for display. The disclosed technology also includes a computer executing software, wherein the executed software causes the computer to perform the steps above.