Abstract: Methods, apparatus, computer program products for two-phased medical diagnosis are provided. The computer-implemented method comprises, receiving, by one or more processors, data during a process of a medical diagnosis from a source of data information. The computer-implemented method also comprises extracting, by one or more processors, features from the received data. The computer-implemented method also comprises transferring, by one or more processors, the extracted features in form of feature vectors to a server via a network. The computer-implemented method further comprises obtaining, by one or more processors, a recommendation of medical diagnosis from the server, wherein the recommendation of medical diagnosis is based, at least in part, on labels determined for the feature vectors.

Abstract: A method includes performing at least the following operations by one or more processors: receiving a request initiated by a device of a first user for a first service to be provisioned by a first entity, deriving a first user preference data based, at least in part, on a historical interaction information of the first user with a second entity provisioning a second service, and responsive to receiving the request, provisioning an instantiation of the first service, by the first entity, in a manner that is based, at least in part, on the first user preference data.

Abstract: A method includes performing at least the following operations by one or more processors: receiving a request initiated by a device of a first user for a first service to be provisioned by a first entity, deriving a first user preference data based, at least in part, on a historical interaction information of the first user with a second entity provisioning a second service, and responsive to receiving the request, provisioning an instantiation of the first service, by the first entity, in a manner that is based, at least in part, on the first user preference data.

Abstract: Aspects provide an authentication mechanism wherein processors are configured to extract encoded identification indicia of a cellular service base station from authentication credentials received from a mobile cellular device for access to a secure networked resource on a network device connection. The identification indicia uniquely identify the base station relative to other, different base stations. Configured processors grants access by the mobile device to the secure networked resource in response to determining that the mobile device is currently using the identified base station for cellular services to transmit the authentication credentials; and deny access by the mobile device to the secure networked resource in response to determining that the mobile device is currently using another base station for cellular services to transmit the authentication credentials.