An exemplary healthcare services recommender implementation may be configured to recommend selectively redeemable bundled services comprising care for conditions predicted as likely by a machine learning model based on patient data input. The likely conditions may be predicted for a patient or a patient population comprising a plurality of patients. The machine learning model may comprise a neural network trained to determine a probability distribution of patient condition trends for a future time period based on patient data input. The patient data input may comprise data from an Electronic Medical Record (EMR), diagnosis, lab test, patient-provided information such as survey/symptom data, and/or wearable device data. The machine learning model may be trained using a training data set including at least healthcare outcomes sampled during a past time period from a plurality of patient healthcare episodes each comprising a plurality of procedures performed for the patient in at least one encounter.

Systems and methods are disclosed for conducting transactions and financial transfers utilizing a mobile device communicatively coupled with a mobile communications network and executing a mobile point-of-sale application. According to some embodiments, the mobile point-of-sale application is adapted to conduct money transfer transactions by communicating transaction information through the mobile communications network to a money transfer provider system that processes the money transfer and communicates receipt information to the mobile point-of-sale application. Additionally, according to some embodiments, an account associated with an agent of the money transfer provider can be used in money transfer transactions conducted by the mobile point-of-sale application.

The present teaching is related to the field of aesthetics. It concerns more particularly new methods for the generation of 3D anatomical outputs and 3D simulations of any aesthetic procedure, products obtained by such simulations, uses thereof and the creation of platforms or 3D virtual worlds of connected users and entities forming a virtual community using such methods and creating or ordering accessories and/or products.

Methods and systems to automatically respond to a request for product information are described. In one embodiment, a data collection module may collect product data over a network, identify that the product data is related to a particular product, and store the product data and an association between the product data and the particular product in a database. An instant messaging engine may receive a request for the product data after the product data is stored in the database and an interpreter module may identify, in response to the request, the request to correspond to the particular product and retrieve the product data based on the association between the particular product and the product data. The instant messaging engine may also transmit, using an instant messaging protocol, a response to the request, the response including the product data.

Embodiments disclosed provide a virtual currency system within a messaging application by performing operations comprising: launching, within a messaging application, a third-party application; receiving, by the messaging application from the third-party application, a request to perform an ecommerce transaction in relation to an item available for consumption on the third-party application; determining, by the messaging application, an expected attribute for the item based on accessing a database that stores expected attribute information for multiple items; verifying, by the messaging application, that an attribute of the item specified by the request corresponds to the expected attribute for the item; and processing, by the messaging application, the ecommerce transaction in response to successfully verifying that the attribute of the item satisfies a verification criterion based on the expected attribute for the item.

A third party item listing management system usable for verification of third party items to be included on a retailer website includes an application programming interface and an item verification pipeline. The application programming interface is accessible by a plurality of third parties and is configured to receive item data associated with one or more items. The item verification pipeline is configured to receive the item data and call an item validation pipeline, the item validation pipeline includes a plurality of item validation stages including a field verification. At the field verification stage, data is extracted from at least one of an item image or text associated with the item. The data extracted is compared to item data obtained from an independent verification source to confirm the accuracy of the item data provided by the third party.

In accordance with one embodiment of the invention, a method coordinates experiences of a realm for a group of users, including at least an administrative user and at least one participating user. The method includes transmitting, from the server to an administrative user, a session identifier associated with the realm. The method also includes receiving, by the server, a user acceptance to join a session using the session identifier so that the at least one participating user can experience the realm. In response to receiving the acceptance, the method also includes transmitting to a computing device of the participating user, by the server, executable code including data describing a series of locations in the realm. The series of locations comprises at least a first location and a second location, and the first location is associated with a first panoramic image and the second location is associated with a second panoramic image. The executable code is configured to receive instructions from at least one computing device of at least one user within the group to display the realm at at least one selected location, and display, on the computing device, data corresponding to the realm at at least one of the locations selected by at least one of the users within the group.

An online platform and method of facilitating the trading, including purchasing or bartering, of products, goods or experiences, such as a stay in a hotel or tickets to a concert etc. or other luxury items using a server is described. The system and method employs a database for storing information on a previously owned luxury item offered by a first user and an electronic network to send a description of the item for trade from the database only if the item is deemed to be a luxury item and has been authenticated.

The invention relates to receiving a selection of a bundled set of healthcare services comprising at least one selectively redeemable healthcare service, the bundled set to be provided by a plurality of providers; generating an electronic health record comprising a purchase data record identified by and with a unique confirmation number; presetting an initial individual redemption status in the purchase data record for each selectively redeemable healthcare service of the bundled set of healthcare services as unredeemed; and providing a user access to the purchase data record to receive each selectively redeemable healthcare service. A service may be provided via an in-person visit. A service may be provided at a patient location remote from a provider location, via a telehealth visit. The telehealth visit may result in a prescription or referral for additional services such as imaging, using patient medical data updated based on symptom assessment during the telehealth visit.

Disclosed herein are system, apparatus, article of manufacture, method and/or computer program product embodiments, and/or combinations and sub-combinations thereof, for a multimedia environment that includes a computing device, a media server system, and a third party shopping system. The computing device can display an advertisement including a reference to an advertised subject provided by the third party shopping system. The computing device can further display media content provided by the media server system. In response to receiving an indication to place an order for an item associated with the advertised subject, the computing device can further collect information included in the order. The computing device can further transmit, to the third party shopping system, at least a portion of the order and media account information. The order is recorded in a user shopping account corresponding to the media account associated with the computing device.