Abstract: Embodiments are directed to managing data. An application may request to instantiate an entity. A schema for the entity may be determined based on an entity version. Foreign properties of the entity may be determined based on the schema. Relationships between the entity and foreign entities may be determined based on an entity relationship table such that each relationship may associate foreign entity identifiers with the foreign properties. A native object for a native environment of the application may be generated based on the schema, the entity and the foreign entities such that the native object may include members that may correspond to the foreign entities. Data associated with the entity and the foreign entities may be provided to the application based on the native object. Changes to the data by other applications may be employed to update the native object to include the changed data.

Abstract: Embodiments are directed to generating service offerings based on associated content and historical data. Content from a content panel may be provided. Subjects associated with the content may be determined based on information included in the content. A service category associated with the subjects may be determined based on services provided by a healthcare organization. An offering model may be employed to generate an offering panel based on the service category. The offering model may be evaluated based on monitoring interactions between users and the offering panel. Results of the evaluation may be employed to perform further actions including: designating the offering model for retraining based on the performance metrics; retraining the designated offering model; employing the retrained offering model to generate other offering panels for display to the users; or the like.

Abstract: Embodiments are directed to verifying performance and operation of live services. Applications operative in a computing environment and directed to a plurality of organizations may be provided such that the applications include data associated with different organizations. Templates that declare template objects may be provided such that the template objects may be directed to verifying features of the applications. Data associated with the organization may be provided based on the template objects. Verification objects may be generated based on the template objects and the provided data. The verification objects may be employed to verify the features of the applications based on verification conditions and the provided data. Reports that include results based on verification conditions and the provided data may be provided.

Abstract: Embodiments are directed to managing the provisioning of healthcare services. A visit profile that includes a reason for the visit and patient demographic information may be provided by a patient requesting a visit to obtain healthcare services. Match scores for providers may be generated based on matching models and the visit profile. A provider may be assigned to the visit based on the match scores. A virtual waiting room may be provided for the patient based on the visit profile. The visit profile may be updated with supplemental information based on the interactions between the patient and the virtual waiting room, patient information, or visit information. Updated match scores may be provided for the providers based on the updated visit profile. If an updated match score exceeds a previously determined higher match score, another provider associated with a higher match score may be assigned to the visit.

Abstract: Embodiments are directed to verifying media stream quality for multiparty video conferences. A verification video may be generated based on verification goals for a video provided by a video service. A marker may be embedded in the verification video. A video conference may be established using video stations such that the video conference may be provided by a video service. The verification video may be streamed to a video input of each video station. The video may be streamed to a video output buffer of each video station such that the video provides a view of the video conference and such that the marker that corresponds to each video station may be included in the video. Video information may be captured from the video output buffer of the video stations. The video service may be classified based on the video information from each video station.

Abstract: Embodiments are directed to verifying performance and operation of live services. Applications operative in a computing environment and directed to a plurality of organizations may be provided such that the applications include data associated with different organizations. Templates that declare template objects may be provided such that the template objects may be directed to verifying features of the applications. Data associated with the organization may be provided based on the template objects. Verification objects may be generated based on the template objects and the provided data. The verification objects may be employed to verify the features of the applications based on verification conditions and the provided data. Reports that include results based on verification conditions and the provided data may be provided.

Abstract: Embodiments are directed to verifying media stream quality for multiparty video conferences. A verification video may be generated based on verification goals for a video provided by a video service. A marker may be embedded in the verification video. A video conference may be established using video stations such that the video conference may be provided by a video service. The verification video may be streamed to a video input of each video station. The video may be streamed to a video output buffer of each video station such that the video provides a view of the video conference and such that the marker that corresponds to each video station may be included in the video. Video information may be captured from the video output buffer of the video stations. The video service may be classified based on the video information from each video station.