Abstract: Disclosed are systems and methods for developing a web-based application using micro frontends. A web application architecture system may include a plurality of web servers and a plurality of single page applications. Each one of the plurality of single page applications may be hosted on a single respective one of the plurality of web servers. The web application architecture system may further include one or more shared libraries that are accessed by each of the plurality of single page applications. The one or more shared libraries may include shared interface components for each of the plurality of single page applications such that the plurality of single page applications are a part of a single web-based application. Additionally, the web application architecture system may include a load balancer configured to route traffic to each of the plurality of single page applications.

Abstract: Disclosed are systems and methods for developing a web-based application using micro frontends. A web application architecture system may include a plurality of web servers and a plurality of single page applications. Each one of the plurality of single page applications may be hosted on a single respective one of the plurality of web servers. The web application architecture system may further include one or more shared libraries that are accessed by each of the plurality of single page applications. The one or more shared libraries may include shared interface components for each of the plurality of single page applications such that the plurality of single page applications are a part of a single web-based application. Additionally, the web application architecture system may include a load balancer configured to route traffic to each of the plurality of single page applications.

Abstract: Disclosed are systems and methods for developing a web-based application using micro frontends. A web application architecture system may include a plurality of web servers and a plurality of single page applications. Each one of the plurality of single page applications may be hosted on a single respective one of the plurality of web servers. The web application architecture system may further include one or more shared libraries that are accessed by each of the plurality of single page applications. The one or more shared libraries may include shared interface components for each of the plurality of single page applications such that the plurality of single page applications are a part of a single web-based application. Additionally, the web application architecture system may include a load balancer configured to route traffic to each of the plurality of single page applications.

Abstract: Disclosed are systems and methods for developing a web-based application using micro frontends. A web application architecture system may include a plurality of web servers and a plurality of single page applications. Each one of the plurality of single page applications may be hosted on a single respective one of the plurality of web servers. The web application architecture system may further include one or more shared libraries that are accessed by each of the plurality of single page applications. The one or more shared libraries may include shared interface components for each of the plurality of single page applications such that the plurality of single page applications are a part of a single web-based application. Additionally, the web application architecture system may include a load balancer configured to route traffic to each of the plurality of single page applications.

Abstract: Disclosed are systems and methods for developing a web-based application using micro frontends. A web application architecture system may include a plurality of web servers and a plurality of single page applications. Each one of the plurality of single page applications may be hosted on a single respective one of the plurality of web servers. The web application architecture system may further include one or more shared libraries that are accessed by each of the plurality of single page applications. The one or more shared libraries may include shared interface components for each of the plurality of single page applications such that the plurality of single page applications are a part of a single web-based application. Additionally, the web application architecture system may include a load balancer configured to route traffic to each of the plurality of single page applications.

Abstract: Disclosed are systems and methods for developing a web-based application using micro frontends. A web application architecture system may include a plurality of web servers and a plurality of single page applications. Each one of the plurality of single page applications may be hosted on a single respective one of the plurality of web servers. The web application architecture system may further include one or more shared libraries that are accessed by each of the plurality of single page applications. The one or more shared libraries may include shared interface components for each of the plurality of single page applications such that the plurality of single page applications are a part of a single web-based application. Additionally, the web application architecture system may include a load balancer configured to route traffic to each of the plurality of single page applications.

Abstract: Techniques for dosage delivery based on digital dosage of an aqueous ingestible solution are disclosed. Oral spray delivery of an ingestible substance is provided to an individual, where the ingestible substance is in an aqueous solution. The ingestible substance can be cannabidiol; or can be a pharmaceutical, antibiotic, vitamin, supplement, medicinal, extract, or legal psychoactive substance; a legal tetrahydrocannabinol; an essential oil; a mineral; melatonin; or caffeine. A spray plunger depression by the individual is detected to facilitate delivery of the ingestible substance. A digital signal is activated based on the detecting the spray plunger depression. The digital signal is transmitted to a device that tracks spray delivery of the ingestible substance to the individual. The device includes a software application that tracks the spray delivery of the ingestible substance. The software application provides a reminder to the individual for a next spray delivery.

Abstract: Disclosed are systems and methods for developing a web-based application using micro frontends. A web application architecture system may include a plurality of web servers and a plurality of single page applications. Each one of the plurality of single page applications may be hosted on a single respective one of the plurality of web servers. The web application architecture system may further include one or more shared libraries that are accessed by each of the plurality of single page applications. The one or more shared libraries may include shared interface components for each of the plurality of single page applications such that the plurality of single page applications are a part of a single web-based application. Additionally, the web application architecture system may include a load balancer configured to route traffic to each of the plurality of single page applications.

Abstract: In one aspect, a computer-implemented method includes, at a social media playback system comprising one or more computer processors and in communication with a data communications network, receiving data representing social media content from at least one social media service in communication with the communications network, the social media content comprising elements of social media, receiving, from a media provider in communication with the communications network, schedule data pertaining to a first media program, calculating, based at least in part on the schedule data, a relevance score for a first keyword identified in the social media content, the relevance score indicative of the relevance of the first keyword to the first media program, determining that the relevance score calculated for the first keyword satisfies a relevance score threshold, and storing data associating the first keyword and the first media program.

Abstract: In one aspect, in general, a method includes, at a social media playback system, receiving social media content from at least one social media service, the social media content comprising elements of social media, receiving schedule data pertaining to a media program from a media provider, identifying, at least in part based on the schedule data, social media content relevant to the media program, and storing data associating the identified social media content and the media program, the data indicating timing information associated with respective elements of social media content, at least some of the timing information expressed as an offset relative to a time associated with the media program.

Abstract: Disclosed are systems and methods for developing a web-based application using micro frontends. A web application architecture system may include a plurality of web servers and a plurality of single page applications. Each one of the plurality of single page applications may be hosted on a single respective one of the plurality of web servers. The web application architecture system may further include one or more shared libraries that are accessed by each of the plurality of single page applications. The one or more shared libraries may include shared interface components for each of the plurality of single page applications such that the plurality of single page applications are a part of a single web-based application. Additionally, the web application architecture system may include a load balancer configured to route traffic to each of the plurality of single page applications.

Abstract: Among other things, a method includes accessing stored social media content, the social media content comprising elements of social media, the social media content associated with data indicating timing information associated with respective elements of social media content, at least some of the timing information expressed as an offset relative to a time associated with a media program associated with the social media content; and for at least one element of social media, determining, for at least some of terms of the element of social media, the frequency of the terms across elements of social media associated with the media program, each term comprising a portion of the element of social media, determining an importance value for at least some of the terms of the element of social media, the importance value indicating the importance of the respective term, based on the frequency of terms determined for the element of social media, and based on the received importance values, determining a frequency value

Abstract: In one aspect, in general, a method includes, at a social media playback system, receiving social media content from at least one social media service, the social media content comprising elements of social media, receiving schedule data pertaining to a media program from a media provider, identifying, at least in part based on the schedule data, social media content relevant to the media program, and storing data associating the identified social media content and the media program, the data indicating timing information associated with respective elements of social media content, at least some of the timing information expressed as an offset relative to a time associated with the media program.

Abstract: In one aspect, a computer-implemented method includes, at a social media playback system comprising one or more computer processors and in communication with a data communications network, receiving data representing social media content from at least one social media service in communication with the communications network, the social media content comprising elements of social media, receiving, from a media provider in communication with the communications network, schedule data pertaining to a first media program, calculating, based at least in part on the schedule data, a relevance score for a first keyword identified in the social media content, the relevance score indicative of the relevance of the first keyword to the first media program, determining that the relevance score calculated for the first keyword satisfies a relevance score threshold, and storing data associating the first keyword and the first media program.

Abstract: A method for performing data processing through a pipeline of components includes receiving a set of training observations, each including partial user feedback relating to error in data output by the pipeline for respective input data. Some pipeline components commit errors for at least some of the input data, contributing to an error in the respective output data. A prediction model models a probability of a pipeline component committing an error, given input data. Model parameters are learned using the training observations. For a new observation which includes input data and, optionally, partial user feedback indicating that an error has occurred in processing the new input data, without specifying which pipeline component(s) contributed to the observed error in the output data, a prediction is made as to which of the pipeline components contributed to the error in the output (if any).

Abstract: A method for performing data processing through a pipeline of components includes receiving a set of training observations, each including partial user feedback relating to error in data output by the pipeline for respective input data. Some pipeline components commit errors for at least some of the input data, contributing to an error in the respective output data. A prediction model models a probability of a pipeline component committing an error, given input data. Model parameters are learned using the training observations. For a new observation which includes input data and, optionally, partial user feedback indicating that an error has occurred in processing the new input data, without specifying which pipeline component(s) contributed to the observed error in the output data, a prediction is made as to which of the pipeline components contributed to the error in the output (if any).

Abstract: In one aspect, in general, a method includes, at a social media playback system, receiving social media content from at least one social media service, the social media content comprising elements of social media, receiving schedule data pertaining to a media program from a media provider, identifying, at least in part based on the schedule data, social media content relevant to the media program, and storing data associating the identified social media content and the media program, the data indicating timing information associated with respective elements of social media content, at least some of the timing information expressed as an offset relative to a time associated with the media program.

Abstract: An apparatus is disclosed for controlled neuromodulation. The apparatus includes a plurality of neural sensors, wherein each of the neural sensors is electrically connected to a separate signal conditioner. Each of the signal conditioners produces a neural sensor signal, which is analyzed by a separate threshold detector to produces a neural event signal when the neural sensor signal exceeds a threshold level associated with the threshold detector. Each of the threshold detectors is connected to a wireless transceiver and the wireless transceivers transmit the neural event signals to a processor. The processor analyzes the neural event signals and determines the presence or absence of a clinical brain state. The apparatus can be used to detect and control epileptic seizures.

Abstract: An apparatus is disclosed for controlled neuromodulation. The apparatus includes a plurality of neural sensors, wherein each of the neural sensors is electrically connected to a separate signal conditioner. Each of the signal conditioners produces a neural sensor signal, which is analyzed by a separate threshold detector to produces a neural event signal when the neural sensor signal exceeds a threshold level associated with the threshold detector. Each of the threshold detectors is connected to a wireless transceiver and the wireless transceivers transmit the neural event signals to a processor. The processor analyzes the neural event signals and determines the presence or absence of a clinical brain state. The apparatus can be used to detect and control epileptic seizures.

Abstract: An apparatus is disclosed for controlled neuromodulation. The apparatus includes a plurality of neural sensors, wherein each of the neural sensors is electrically connected to a separate signal conditioner. Each of the signal conditioners produces a neural sensor signal, which is analyzed by a separate threshold detector to produces a neural event signal when the neural sensor signal exceeds a threshold level associated with the threshold detector. Each of the threshold detectors is connected to a wireless transceiver and the wireless transceivers transmit the neural event signals to a processor. The processor analyzes the neural event signals and determines the presence or absence of a clinical brain state. The apparatus can be used to detect and control epileptic seizures.