Abstract: Methods and systems for medical diagnosis by machine learning are disclosed. Imaging data obtained from different medical techniques can be used as a training set for a machine learning method, to allow diagnosis of medical conditions in a faster a more efficient manner. A three-dimensional convolutional neural network can be employed to interpret volumetric data available from multiple scans of a patient.

Abstract: Methods and systems for medical diagnosis by machine learning are disclosed. Imaging data obtained from different medical techniques can be used as a training set for a machine learning method, to allow diagnosis of medical conditions in a faster a more efficient manner. A three-dimensional convolutional neural network can be employed to interpret volumetric data available from multiple scans of a patient. The imaging data can be analyzed according to a forced taxonomy and any discrepancy in the labels of the taxonomy during data analysis by machine learning and human experts can be resolved based on the forced taxonomy.

Abstract: Methods and systems for medical diagnosis by machine learning are disclosed. Imaging data obtained from different medical techniques can be used as a training set for a machine learning method, to allow diagnosis of medical conditions in a faster a more efficient manner. A three-dimensional convolutional neural network can be employed to interpret volumetric data available from multiple scans of a patient. The imaging data can be analyzed in real-time to prescribe additional testing while the patient is still within the medical facility.

Abstract: Methods and systems for transforming image data and training or testing neural networks. Images from textbooks can contain valuable related text. Transforming the related text into discrete determinate labels can be performed using natural language processing. Once transformed, the images and the labels can be advantageously used together to train neural networks.

Abstract: An apparatus mountable on a wearer's wrist includes a housing having at front portion and an opposite a back portion. The back portion is wearably positionable in contact with the wearer's wrist. The apparatus includes a PPG circuit for generating a PPG signal. The PPG circuit includes a light source and a photosensor on the housing back portion. The PPG signal may be used to continuously determine the wearer's a pulse rate. The PPG signal may also be used in combination with an ECG signal to determine the wearer's instantaneous blood pressure. The ECG signal may also be used to determine the wear's heart rate. The ECG signal may be generated with an electrode mounted on the back of the housing and another electrode mounted on another portion of the housing, such as the back or one or more of the sides.

Abstract: A security device is provided for securing a sliding closure movable in one direction against one aperture frame and movable in an opposite direction toward an opposed aperture frame. The security device includes a handle, a press bar, and a fulcrum component for interconnecting the handle and the press bar to one another. The press bar is disposable between the sliding closure and the opposed aperture frame. Also, the handle promotes release of the press bar from its disposition between the sliding closure and the opposed aperture frame when a force is applied to the handle and the handle is movable between a release ready position and a stowage position in the handle.

Abstract: A headset apparatus having a headwear member (9) e.g. an ear shell, possessing a surface formation to which a separate attachment device (1) is reciprocally shaped to attach by a push-fit (e.g. by sliding, slotting or clipping) into engagement with the surface formation. In this way the attachment means may be fitted to the surface formation on the headwear member without requiring the use of through-holes passing through the body of the headwear member.

Abstract: An automatic appointment reminder system uses location and/or direction of travel of the reminder recipient relative to appointments to affect the time of sending of appointment reminders to the user, and thus enhances the user's ability to be on-time for appointments.

Abstract: A headset apparatus having a headwear member (9) e.g. an ear shell, possessing a surface formation to which a separate attachment device (1) is reciprocally shaped to attach by a push-fit (e.g. by sliding, slotting or clipping) into engagement with the surface formation. In this way the attachment means may be fitted to the surface formation on the headwear member without requiring the use of through-holes passing through the body of the headwear member.

Abstract: An automatic appointment reminder system uses location and/or direction of travel of the reminder recipient relative to appointments to affect the time of sending of appointment reminders to the user, and thus enhances the user's ability to be on-time for appointments.

Abstract: The system includes a removable entertainment device including an information retrieval device. The information retrieval device is configured to receive removable storage media. The removable entertainment device includes a controller in electrical communication with the information retrieval device to retract the media into the information retrieval device when the controller receives a signal indicative that the removable entertainment device will be moved. Such signals may include a screen closure sensor, a movement sensor, or a player supported sensor.

Abstract: An article carrier apparatus for a vehicle includes a cross rail interconnected to an exterior surface of the vehicle, a heat sink positioned within the cross rail, and a light source positioned within the cross rail. The light source is thermally connected to the heat sink such that the heat sink will absorb at least a portion of the heat generated by operation of the light source. The cross rail will structurally support an article attached to the exterior of a vehicle.

Abstract: The system includes a controller, a portable media reader, and an input device. The controller is in communication with the portable media reader and the input device. The controller detects when a particular portable media is inserted into the portable media reader for a first time. When the controller detects the initial insertion of the portable media, the controller records a macro. As the user configures the system, user input is recorded by the macro. The controller is configured to play the macro when the portable media is subsequently loaded into the portable media player.

Abstract: The system includes a removable entertainment device that interfaces with a docking station. The removable entertainment device includes a controller that implements a software lock to disable the removable entertainment device, if it is improperly removed from the docking station. The docking station uses a challenge and response message to provide a secure methodology to control the unlocking of the removable entertainment device.

Abstract: The present invention provides an improved receiver system including a tuner and a database. The tuner is configured to receive a signal including program signal data and program information data. The database is in communication with the tuner, allowing the tuner to store the program information data into the database and correlate the program information data with time markers indicative of user interest in the program signal data. The tuner is configured to generate a selection list based on the time markers and the program information data.

Abstract: A satellite receiver system including an antenna, an amplifier, a tuner, a base band processor, and a buffer is provided. The antenna is configured to receive a satellite signal. The amplifier is in communication with the antenna and configured to generate an amplified signal based on the satellite signal. The tuner is in communication with the antenna and configured to receive the amplified signal. The tuner generates a program signal based on the amplified signal. The base band processor receives the program signal from the tuner and generates a plurality of data segments in the program signal at predefined time intervals. The base band processor stores the program signal in the buffer thereby causing a time delay in the program signal. If the satellite signal is interrupted, the tuner will continue to play out of the buffer without interruption.

Abstract: An automobile head unit display system including an antenna, a lightbox assembly and a circuit board is described therein. The antenna is attached to the lightbox system, while the lightbox assembly is attached to the circuit board. The antenna and the lightbox assembly are in communication with the circuit board.

Abstract: A removable vehicle entertainment system is provided. The system includes a video display screen for displaying entertainment to an occupant of the vehicle. The system can be removed from the docking bracket in the vehicle, and attached to an external docking station such that the system can be used independently of the power supply and speakers of the vehicle. Further, the system can be used as a self-contained personal entertainment system. The system includes mechanical and/or electrical componentry that determines audio mute and video display configuration based on a power signal and a docked signal.