Abstract: Example methods, apparatus, systems, and articles of manufacture are disclosed for network-based monitoring and serving of media to in-vehicle occupants. An example method includes linking panelist data corresponding to media exposure to first telemetry data collected by a vehicle to create linked panelist-telemetry data; and training a neural network to estimate vehicle occupant demographics based on second telemetry data using a first subgroup of the linked panelist-telemetry data.

Abstract: Example methods, apparatus, systems, and articles of manufacture are disclosed for network-based monitoring and serving of media to in-vehicle occupants. An example method includes linking panelist data corresponding to media exposure to first telemetry data collected by a vehicle to create linked panelist-telemetry data; and training a neural network to estimate vehicle occupant demographics based on second telemetry data using a first subgroup of the linked panelist-telemetry data.

Abstract: A bra configured to provide coverage of a patient's breasts and easy deployment of at least one health parameter sensor coupled to the patient's breasts is disclosed. In one embodiment, a first cup of the bra is sized and shaped differently than a second cup of the bra so as to allow one or more sensors to contact exposed portions of the patient's breast left exposed by the first cup. In a further embodiment, the bra includes at least one pocket located on one or both cups of the bra, the at least one pocket configured to hold and secure at least one health parameter sensor configured to transmit health parameter signals to a monitoring device either via a wire or wirelessly.

Abstract: A bra configured to provide coverage of a patient's breasts and easy deployment of at least one health parameter sensor coupled to the patient's breasts is disclosed. In one embodiment, a first cup of the bra is sized and shaped differently than a second cup of the bra so as to allow one or more sensors to contact exposed portions of the patient's breast left exposed by the first cup. In a further embodiment, the bra includes at least one pocket located on one or both cups of the bra, the at least one pocket configured to hold and secure at least one health parameter sensor configured to transmit health parameter signals to a monitoring device either via a wire or wirelessly.

Abstract: A bra particularly suited for use during stress echocardiogram tests. The bra includes two cups for breasts, with at least one of the cups being removably securable. The bra also includes at least one retaining and/or supportive band that keeps one of the cups completely or at least partially in its normal position on a person while the other cup is not secured. In some aspects, the retaining and/or supportive band also is removably securable and/or forms at least part of one of the cups. The bra may further include at least one window in at least one of the cups for electrocardiogram leads. The bra may also include one or more strap adjusters, at least one window in at least one of the cups on the heart side for access of a sonogram or other sensor or imaging device, and one or more clasps for test leads.