Abstract: A method of risk score comparison and analysis using wearable devices is illustrated. The method comprising receiving, at a computing device, user data associated with a first user, generating, using the computing device, a first risk score as a function of the user data, and matching, using the computing device, the first user to a second user having a second risk score as a function of user data associated with the second user. Matching the users comprises extracting, from the first risk score, a plurality of first risk score content elements, extracting, from the second risk score, a plurality of second risk score content elements, and matching the plurality of first risk score elements to the plurality of second risk score elements.

Abstract: A method of risk score comparison and analysis using wearable devices is illustrated. The method comprising receiving, at a computing device, user data associated with a first user, generating, using the computing device, a first risk score as a function of the user data, and matching, using the computing device, the first user to a second user having a second risk score as a function of user data associated with the second user. Matching the users comprises extracting, from the first risk score, a plurality of first risk score content elements, extracting, from the second risk score, a plurality of second risk score content elements, and matching the plurality of first risk score elements to the plurality of second risk score elements.

Abstract: In an aspect, systems and methods for text-based conversation with a user, using machine learning, include receiving, using a computing device, at least a feature associated with the user's condition and at least a preference input; generating, using the computing device, a probabilistic output by operating a probabilistic machine learning model input with the at least a feature; classifying, using the computing device, an intervention class by operating a classifying machine learning model input with the probabilistic output and the at least a feature; and, interfacing conversationally, using the computing device, with the user by text generated as a function of the intervention class and the at least a preference input.

Abstract: A protective helmet and insert for reducing the possibility or severity of a concussion are provided. The insert comprises a shock absorbing portion and a flexible liner portion, the shock absorbing portion to be disposed between a helmet shell and the liner portion. The shock absorbing portion can possess a substantially constant resistive deformation force characteristic for reducing the peak G-force applied to the head during an impact. The insert can comprise a plurality of flexible liner connectors for movably interconnecting the liner portion to a helmet shell to allow for the flexible movement of the liner portion relative the shell. The liner connectors can be in the form of vent shaft walls that each defines a vent shaft for providing fluid communication between a headspace of the liner and an outer side of the shock absorbing portion to ventilate the headspace. A helmet comprising the liner is also provided.

Abstract: A protective helmet and insert for reducing the possibility or severity of a concussion are provided. The insert comprises a shock absorbing portion and a flexible liner portion, the shock absorbing portion to be disposed between a helmet shell and the liner portion. The shock absorbing portion can possess a substantially constant resistive deformation force characteristic for reducing the peak G-force applied to the head during an impact. The insert can comprise a plurality of flexible liner connectors for movably interconnecting the liner portion to a helmet shell to allow for the flexible movement of the liner portion relative the shell. The liner connectors can be in the form of vent shaft walls that each defines a vent shaft for providing fluid communication between a headspace of the liner and an outer side of the shock absorbing portion to ventilate the headspace. A helmet comprising the liner is also provided.