Systems and methods for detecting and monitoring human breathing, respiration, and heart rate using statistics about the wireless channel between two or more connected devices. A user is monitored for identifying patterns in the user's behavior that may allow the system to alert a caregiver to deviations in the user behavior that may be indicative of a potential issue, such as depression. A presence may further detected in a sensing area through the detection of spectral components in the breathing frequency range of comprises user includes transforming phase difference between spatial streams and amplitude of the samples representing frequency response of the channel for any frequency value into frequency domain to perform frequency analysis. Statistical analysis may be performed on the frequency space provided by the transformation. Micro motions may also be detected by detecting presence in a sensing area through the detection of spectral components in the micro motion frequency range.

Methods and systems are provided for predicting cardiac arrhythmias based on multi-modal patient monitoring data via deep learning. In an example, a method may include predicting an imminent onset of a cardiac arrhythmia in a patient, before the cardiac arrhythmia occurs, by analyzing patient monitoring data via a multi-arm deep learning model, outputting an arrhythmia event in response to the prediction, and outputting a report indicating features of the patient monitoring data contributing to the prediction. In this way, the multi-arm deep learning model may predict cardiac arrhythmias before their onset.

Methods and systems are provided for predicting cardiac arrhythmias based on multi-modal patient monitoring data via deep learning. In an example, a method may include predicting an imminent onset of a cardiac arrhythmia in a patient, before the cardiac arrhythmia occurs, by analyzing patient monitoring data via a multi-arm deep learning model, outputting an arrhythmia event in response to the prediction, and outputting a report indicating features of the patient monitoring data contributing to the prediction. In this way, the multi-arm deep learning model may predict cardiac arrhythmias before their onset.

Present invention provide a system and a method for recording, evaluating, screening and monitoring life style associated Non-communicable diseases related data of a subject via an Integrated Medical Device (IMD) in real time, and sharing the same on a server, either local or cloud based, for fast, active sharing of data by remote users anytime anywhere.

A computer-implemented method for providing a second result dataset comprises: receiving and/or determining a first result dataset, wherein the first result dataset is the output of an image-processing system processing a first medical image of a patient; receiving a modified first result dataset, wherein the modified first result dataset is based on a user modification of the first result dataset; receiving a second medical image of the patient, wherein the first medical image and the second medical image are of the same type; determining a second result dataset based on a comparison of the first result dataset and the modified first result dataset, and based on processing the second medical image with the image-processing system; providing the second result dataset.

A computer-implemented method for providing a second result dataset comprises: receiving and/or determining a first result dataset, wherein the first result dataset is the output of an image-processing system processing a first medical image of a patient; receiving a modified first result dataset, wherein the modified first result dataset is based on a user modification of the first result dataset; receiving a second medical image of the patient, wherein the first medical image and the second medical image are of the same type; determining a second result dataset based on a comparison of the first result dataset and the modified first result dataset, and based on processing the second medical image with the image-processing system; providing the second result dataset.

A method for displaying content items to a user based on selected goals from the user includes performing an initial assessment of a user, which includes retrieving at least one of measured patient disease management data and user-inputted patient disease management data from a user database, requesting additional information from the user for determining one or more goals, and receiving the additional information from the user via a user interface. The method includes recommending a plurality of goals based on the initial assessment and stored protocols related to disease management retrieved from a content database, receiving a selection of a goal from the user, receiving goal tracking information indicative of progress toward the selected goal, selecting one or more content items from the content database based on at least one of the selected goal and the goal tracking information, and displaying the selected one or more content items.

A document creation support apparatus includes at least one processor, and the processor specifies, with respect to a first region specified in a first image of a subject, a second region corresponding to the first region in each of a plurality of second images of the subject whose imaging time is different from that of the first image. The processor specifies a second description regarding the specified second region, which is included in a plurality of sentences related to each of the plurality of second images. The processor displays a plurality of second descriptions specified for each of the plurality of second images in a switchable manner.

A document creation support apparatus includes at least one processor, and the processor specifies, with respect to a first region specified in a first image of a subject, a second region corresponding to the first region in each of a plurality of second images of the subject whose imaging time is different from that of the first image. The processor specifies a second description regarding the specified second region, which is included in a plurality of sentences related to each of the plurality of second images. The processor displays a plurality of second descriptions specified for each of the plurality of second images in a switchable manner.

A document creation support apparatus includes at least one processor, and the processor generates a sentence related to a property of at least one structure of interest included in an image. The processor determines whether or not a sentence amount of the sentence is a prescribed amount. The processor adjusts the sentence amount such that the sentence amount is the prescribed amount based on a result of the determination.