The field of the invention relates to a system to provide machine learning of a dental image for expediting insurance claim approvals and to assist insurance companies in identifying insurance fraud. The dental image or image (received from a source such as an x-ray, a camera, or an image capturing device) may be matched to a known computer stored dental image dataset. Anatomic variances on a dental x-ray, such as impacted wisdom teeth can be matched and identified to a known insurance datasets to produce at least one of; an insurance approval, an insurance denial, an automated insurance approval, a fraud alert, an insurance claim for human review.

An online agricultural system manages and optimizes interactions of entities within the system to enable the execution of transaction and the transportation of crop products. The online agricultural system accesses historic and environmental data describing factors that may impact crop product transactions and/or transportation to determine market prices for crop products and crop product transportation. Responsive to receiving a request from an entity, the online agricultural system determines an optimal transaction for the entity, such as a price for selling a crop product, an available crop product for purchase, or a transportation opportunity to transport a crop product.

A system and method for automated securities trading is provided. The system includes a lead trader account database, a follower account database, and a trade determination system. Trade information is received from a lead trader and a listing of followers for the lead trader is retrieved from the lead account database. For each follower, their account at the follower account database is accessed to confirm that they desire to participate in the lead trader's trade and that they have enough funds to do so. The lead trader and follower's traders are then grouped together and traded as a single trade. The traded shares are then provided to the lead trader and followers at the average price of the trade.

In one embodiment, a shopping support system has a server and a store terminal. The server stores user identification information including information of a group capable of identifying the group to which the user belongs, and shopping memo information which is associated with the user identification information, and includes information of a commodity to be purchased by the user, in a storage device. The store terminal repeatedly acquires the shopping memo information which is associated with the information of the group capable of identifying the group to which the user in whom login has been permitted belongs, from the server at a periodic prescribed timing.

A system having a program running thereon to match babysitters with a user requesting babysitting services, the system including a storage unit to store data regarding the babysitters, a first apparatus having an input unit to allow the user to post a babysitting job via the program, and a second apparatus, including a display unit to allow at least one of the babysitters to view the posed babysitting job, based on information requested by the user matching the data stored in the storage unit, and an input unit to allow the at least one of the babysitters to respond to the posted babysitting job.

An online platform generates a playlist of clips of a lecture accessed by a plurality of users of the online platform. The online platform receives a recording of the lecture, and receives a plurality of events captured during a time period corresponding to the lecture. Each captured event is associated with a time stamp corresponding to a time at which a user performed an activity while listening to the lecture. The online platform clusters the captured events based on the time stamps, and generates one or more clips of the recording of the lecture from the clustered events. The online platform generates a playlist including the clips of the lecture.

Systems or methods for collective purchasing by controlled-environment facility residents may employ a plurality of controlled-environment facility resident communication and/or media devices, each associated with a respective controlled-environment facility resident. These devices, disposed within one or more controlled-environment facilities, may each present an interface for purchasing goods and/or services via the device. The devices may each offer, via the interface, an option to collectively purchase a single good or service by a number of controlled-environment facility residents and may accept an indication of partial payment from the resident associated with the device. A controlled-environment facility management system, or similar functionality, may debit the partial payment from a respective controlled-environment facility trust account maintained to the benefit of each controlled-environment facility resident making a partial payment and may provision the collectively purchased good or service to these residents.

Disclosed herein are systems, methods, and computer program products for communicating a first information node between a seller and a buyer of a production share of verifiable physical goods over a central service layer. A second information node is recorded in the data store covering the verifiable physical goods, wherein the second information node is made by a guarantor in communication with the central service layer. An identifier of the second information node is associated with the first information node over the central service layer. Market information regarding the production share is translated from the first information node and the second information node accessed from the data store using the identifier and integrating the market information regarding the production share into adjusted market information, and the market information regarding the production share and the adjusted market information is transmitted to devices connected over the central service layer.

The method and system are directed at providing group purchasing at a historical price in an e-commerce environment. A user may select a price that a price at which a produce previous sold, seen as the historical price. This price may then be used to generate an online purchasing campaign that other user may join. The purchasing campaign is user or consumer driver rather than merchant driven.

In response to detecting that a first selectable element on a webpage or application page of a merchant has been accessed by a user, a computer system stores a visual representation of an item that corresponds to the first selectable element in a first space of the user. In response to detecting a selection of a second selectable element from within the first space, the computer system determines a threshold number of users to associate with the visual representation and creates a post in a network feed that includes the visual representation, wherein a third selectable element is associated with the post, that when selected, causes a user to join or vote for the first visual representation. In response to determining that a number of users that have selected the third selectable element meets the threshold number of users, the computer system initiates a group purchase for the item.