Abstract: Methods, systems, and apparatuses for improved predictive analytics, such as patient scoring and hospitalization prediction, as described herein. An ensemble classifier may be implemented to predict a hospitalization event for a patient based on healthcare records and demographic information associated with the patient. The ensemble classifier may represent a plurality of machine learning models/classifiers. The prediction generated by the ensemble classifier may be indicative or a range or likelihood that the patient will, or will not, experience a hospitalization event.

Abstract: Provided are systems and method for dynamically maintaining a healthcare data mart and providing a healthcare report in response to receiving a request for a healthcare report from a client device. The maintaining including receiving healthcare data from a plurality of data sources, integrating the healthcare data to generate integrated healthcare data, and storing the integrated healthcare data in a healthcare database. The providing including generating (using the integrated healthcare data) a healthcare report responsive to the request, and serving the healthcare report to the client device.

Abstract: A hair collection device for collecting hair from the hand of user to remove hair from the head left on the hand of the user during a shower. The hair collection device includes a collection member being designed for being selectively coupled to a wall of the shower. The collection member is designed for receiving the hair from the hand of the user to allow the user to collect the hair at a later time to be thrown out when the hand of the user is wiped across the collection member. At least one mounting member is coupled to the collection member. The mounting member is designed for selectively engaging the wall of the shower to secure the collection member to the wall.

Abstract: A mandible alignment system for aligning a model of a mandible relative to an axis of rotation to substantially replicate the orientation of the mandible relative to an axis of rotation. The mandible alignment system may include aligning an axis formed between a point on a first retro molar pad of a model of a mandible with a point on a second retro molar pad of the model with an axis of rotation of a device. The axis formed between the retro molar pads of the mandible may be oriented to be parallel, or substantially parallel, to the axis of rotation of the device along the Z-axis and the X-axis. The mandible alignment system also includes numerous devices for facilitating alignment of the model of the mandible with the axis of rotation of the device.