Abstract: Systems and methods predict functional and cognitive recovery of a person after the person has experienced a brain injury such as traumatic brain injury, cerebrovascular disease, and stroke. A computer system includes a database that stores multimodal data of the person recovering from a brain injury and a computer that analyzes the multimodal data over multiple intervals that span several months of time. The computer executes longitudinal heterogeneous trajectory analysis on the multimodal data and executes separation of heterogeneous groups that include good recovery potential of the brain injury, moderate recovery potential of the brain injury, and poor recovery potential of the brain injury. Based on the longitudinal heterogeneous trajectory analysis and the separation of the heterogeneous groups, the computer predicts functional recovery of the person from the brain injury.

Abstract: A system for customizing treatments. The system includes a computing device configured to record a user biological extraction containing an element of user physiological data. The computing device is configured to receive condition state training data and generate a condition state model utilizing a first machine-learning algorithm. The computing device is configured to calculate a condition state label using the condition state model. The computing device is configured to select a treatment model utilizing the condition state label. The computing device is configured to generate a treatment model and output a plurality of treatments utilizing the treatment model.

Abstract: An automated laboratory system for processing biological samples in a batch type manner is disclosed. In one embodiment, the system may receive assay instructions for biological samples processing among a plurality of devices. The devices may include a pre-analytical instrument and one or more analysis systems. The system may include an orchestration core application for determining an order of performance for the assays ordered for the samples.

Abstract: A novel integration of practice management and photo management systems that also integrates patients' electronic medical records to provide a complete software solution for a medical practice. The present invention includes a method of patient image management comprising importing an image having an assigned date, filtering a patient list by appointments that occur on the assigned date, associating the image with a patient from the patient list, retrieving procedure information associated with the patient's appointment, and tagging the image with the procedure information. A corresponding computer system adapted to manage patient images is also provided.

Abstract: The present disclosure relates to methods for obtaining health and wellness information about individuals and systems for implementing the method. In one embodiment, a method for obtaining health and wellness information about an individual comprising providing an analytical toilet comprising a bowl adapted to receive excreta from the individual and a sensor for measuring at least one characteristic of the individual or the excreta; a controller receiving data from the sensor and using that data to determine what additional information is needed to evaluate that data; the controller sending a prompt to the individual to solicit the additional information from the individual; the processor receiving the information from the device; and processing the data from the sensor and from the device to determine the health and wellness information is disclosed.

Abstract: To provide a rehabilitation assistance device, a rehabilitation assistance method, and a non-transient storage medium storing a rehabilitation assistance program that support continuous rehabilitation by enabling the generation of a rehabilitation plan that can increase the motivation to continue rehabilitation. When a patient selects one set from an activity event information DB that stores a plurality of sets that associate information of a predetermined activity event with information of an exercise amount for each of a plurality of body parts when the activity event is performed, the patient can check on the screen displayed on the display unit to what extent the exercise amount contained in one's rehabilitation plan information is achieved by the activity event of the selected set.

Abstract: A proxy data augmentation system and method intelligently augments digital information sets with proxy data using analytical processing technology. The proxy data system and method identifies fields in a digital information set that are candidates for modification using proxy data. After identifying a candidate field, an analytical process is invoked to evaluate a context of the candidate field. In one embodiment, once the context and at least one other parameter associated with the digital information set are evaluated, the proxy data augmentation system and method can determine appropriate proxy data to populate the candidate field and modify the digital information set with the determined proxy data. The modified document can then be sent to a recipient data processing system. Additionally, the digital information set submitting and/or recipient data processing system can be notified of the existence and identification of the proxy data.

Abstract: A medical system includes a reusable apparatus and a disposable fluid circuit, the disposable fluid circuit being coupled to the reusable apparatus and the reusable apparatus being configured to move a fluid through the disposable fluid circuit to perform a procedure. The medical system also includes a controller coupled to the reusable apparatus and configured to control the reusable apparatus to move the fluid through the disposable circuit according to the procedure, to store a procedure record in a memory, to await a procedure termination input, and if the procedure termination input is received, to request at least one input corresponding to a procedure termination reason and to add the procedure termination reason corresponding to the input to the procedure record if received.

Abstract: An inbound message including medical record content may be received. The inbound message may indicate a healthcare entity and a vendor entity. It may be determined, from the healthcare entity and stored correspondences between medical record formats and healthcare entities, that the medical record content of the inbound message is in a first medical record format. Which configuration record of stored configuration records specifying combinations of sets of rules may be determined to apply as a translation to the inbound message based upon the medical record content of the inbound message and the first medical record format. The sets of rules as indicated by the configuration record may be accessed and applied to the inbound message to translate the medical record content in the inbound message from the first medical record format to the standardized format. The standardized format may be transmitted to the vendor entity.

Abstract: Certain aspects of the present disclosure provide techniques for wound management and treatment. This includes determining characteristics of a wound for a patient based on an image of the wound, including detecting the characteristics based on analyzing the image using a first ML model. The techniques further include identifying patient medical data including characteristics relating to a medical history for the patient, and predicting a first care plan for the patient based on providing the characteristics of the wound and the patient medical data to a second ML model. The first care plan is configured to be used to treat the wound for the patient.

Abstract: Contemplated systems and methods provide an integration platform to facilitate the exchange of information between RFID tagged objects and non-RFID systems. In especially preferred aspects, RFID tagged objects include patients, personnel, and assets of a healthcare facility, while preferred non-RFID systems include asset management systems, timekeeping systems, electronic medical records systems, and hospital and pharmacy information systems. Contemplated systems and methods will apply rules to associate RFID information with events, which will then be correlated with appropriate steps that can be effected in a varied and automated manner. In further preferred aspects, RFID technology is employed to upgrade patient telemetry to provide positional information the hospital system.

Abstract: Systems and methods provide customizable insurance according to consumer preferences and attributes. An enhanced attributes analysis server may analyze the attributes of a consumer and match these attributes with attributes of current customers of an entity managing the server. The insurance products/plans preferred by the matched customers may then be used to present insurance options to the consumer. In addition, the server may further customize insurance options based on answers to questions that relate to the consumer's specific situation. Further still, the consumer's social network may be used to understand insurance products/plans that may be preferred by the consumer.

Abstract: A medical device, such as a neurostimulator, is provided that includes a housing, a power supply, a signal generator and one or more electrodes coupled to the housing. The signal generator is configured to apply one or more electrical impulses to the one or more electrodes for a period of time, the period of time being defined as a single dose. A memory is coupled to the housing and stores a first content corresponding to a time period that has elapsed and a second content corresponding to a number of single doses that have been emitted by the signal generator. The device is configured to switch from an activated mode and a deactivated mode upon a first occurrence of either a specific number of single doses have been emitted by the signal generator or a specific time period has elapsed.

Abstract: The technology described herein relates to using predictions about patients' future health care utilization and/or outcomes (e.g., patients' expected future adherence to medication regimens) and the expected economic benefits of targeted improvements in the same utilization and/or outcomes (e.g., reduced likelihood of hospitalization attributable to more consistent medication use) to implement more effective and efficient health care improvement programs. The technology described here computes which subset of patients should be included in a value-based health care provider payment scheme and what the specific bonus payment amounts should be such that expected benefits from better patient outcomes, once realized, are greater than the expected costs of the payment scheme itself.

Abstract: Certain aspects of the present disclosure provide techniques for wound management and treatment. This includes determining characteristics of a wound for a patient based on an image of the wound, including detecting the characteristics based on analyzing the image using a first ML model trained to detect wound characteristics from a captured image. The techniques further include identifying patient medical data including characteristics relating to a medical history for the patient, and predicting a first care plan for the patient based on providing the characteristics of the wound and the patient medical data to a second ML model. The second ML model is trained to predict the first care plan using prior wound care outcome data including a prior wound care outcomes relating to prior patients. The first care plan is configured to be used to treat the wound for the patient.

Abstract: Methods and apparatus are disclosed regarding an e-commerce system that maintains references between products and relevant content. In some embodiments, methods and/or apparatus obtain content from one or more content providers via a computer network, identify a product from a product catalog of an electronic database that is related to the obtained content; and update references to relevant content maintained in an electronic database for the product to include a reference to the obtained content.

Abstract: A system and method of tracking and managing a decedent to prevent a loss or misidentification of the decedent during transfer to a final disposition, such as a funeral home or crematorium. The system includes a server that may be integrated into an electronic health record, with the server automatically receiving data related to a decedent used to automatically create and populate a case file. The server associates a unique scannable indicium associated with the case file and the decedent, which is scanned throughout the process of transferring the decedent to a final disposition. Prior to the final transfer, the server notifies the final location of the pending transfer and includes a copy of the scannable indicium. Upon a verification of a match between the scannable indicium, the server authorizes a safe, secure, efficient, and consistent transfer of a decedent to a final location.

Abstract: An apparatus for developing an intensity-modulated radiation therapy treatment plan includes a memory that stores machine instructions and a processor that executes the machine instructions to receive a clinical goal associated with the treatment plan as a user input. The processor further executes the machine instructions to determine a plan objective based on the clinical goal, generate a cost function comprising a term based on the plan objective, and assign an initial value to a parameter associated with the term. The processor also executes the machine instructions to identify a microstate that results in a reduced value associated with the cost function, evaluate a fulfillment level associated with the clinical goal, and adjust the value of the parameter to improve the fulfillment level.

Abstract: A search method of searching for a feature that affects an output result of a machine learning model, the search method includes: a first step of applying, to all training data, at least one or more separate filters combining at least one or more feature presence/absence determining devices that determine presence or absence of a feature on a plurality of sets of correct answer data that is positive and correct answer data that is negative and information on whether the pieces of the data is positive; a second step of applying the pieces of training data generated in the first step to separate machine learning to separately execute machine learning; and a third step of outputting information that extracts a new feature using a verification result obtained by inputting verification data to separate machine learning after the machine learning.

Abstract: A method is provided for lowering blood sugar in a subject in need thereof by administering a dipeptidyl peptidase-4 inhibitor pharmaceutical composition to a subject qualified for over-the-counter access to the dipeptidyl peptidase-4 inhibitor pharmaceutical composition. In some embodiments, the dipeptidyl peptidase-4 inhibitor pharmaceutical composition includes saxagliptin, sitagliptin, linagliptin, alogliptin, or a pharmaceutically acceptable salt thereof. In some embodiments, the dipeptidyl peptidase-4 inhibitor pharmaceutical composition includes (1S,3S,5S)-2-[(2S)-2-amino-2-(3-hydroxy-1-adamantyl)acetyl]-2-azabicyclo[3.1.0]hexane-3-carbonitrile or a pharmaceutically acceptable salt thereof.