Abstract: Methods, apparatuses, and systems for transcribing and performing analysis on patient data are disclosed. Data is collected from one or more medical professionals as well as sensors and imaging devices positioned on or oriented towards a patient. An analysis is performed on the patient data and the data is presented to a medical professional via a verbal interface in a conversational manner, allowing the medical professional to provide additional data such as observations or instructions which may be used for further analysis or to perform actions related to the patient's care.

Abstract: Systems and methods for a self-adjusting vehicle mirror. The mirror automatically locates the face of the driver or another passenger, and orients the mirror to provide the driver/passenger face with a desired view from the mirror. The mirror may continue to reorient itself as the driver or passenger shifts position, to continuously provide a desired field of view even as he or she changes position over time. In certain embodiments, the mirror system of the disclosure can be a self-contained system, with the mirror, mirror actuator, camera, and computing device all contained within the mirror housing as a single integrated unit.

Abstract: A dose feedback system provides real-time or near real-time intra-operative radiation dose feedback system to improve and/or ensure that a proper amount of radiation is delivered to a patient by, for example, carriers (e.g., tile carriers). The dose feedback system can be implemented during medical surgeries, operations, procedures, etc. The dose feedback system may allow a medical professional (e.g., surgeon) to more accurately achieve a prescribed radiation of a dosimetric intent or a more detailed dosimetric plan through adjustments to position, dose, quantity, etc. of carriers prior to terminating the medical procedure (e.g., cavity of tumor bed is closed and/or patient is brought out from under anesthesia) at which point adjusting the radiation dose may be difficult or impossible.

Abstract: Systems and methods for automatically revising feedback in an electronic learning system are provided. The method involves operating at least one processor to: receive feedback text data submitted by a user to evaluate another user; identify a plurality of sentiment groups in the feedback text data, each sentiment group consisting of a portion of the feedback text data associated with a common sentiment; select at least one feedback processing module to process each sentiment group, the at least one feedback processing module comprising at least one machine-learned model; for each sentiment group, process the corresponding portion of the feedback text data using the at least one machine-learned model to determine at least one suggested revision for the portion of the feedback text data; and generate a revised version of the feedback text data indicating each suggested revision for the feedback text data.

Abstract: A set of alternative vocal input styles for specifying a parameter of a dialog-driven application is determined. During execution of the application, an audio prompt requesting input in one of the styles is presented. A value of the parameter is determined by applying a collection of analysis tools to vocal input obtained after the prompt is presented. A task of the application is initiated using the value.

Abstract: Methods, apparatuses, and systems for designing, modifying, and installing a surgical implant optimized for a patient's unique physiology are disclosed. The methods are based upon data from surgical implants installed in other patients. Allowing patient outcomes from previously installed surgical implants to influence the design, placement, and surgical tool path for enable the implanting of surgical implants having the greatest likelihood of a successful patient outcome.

Abstract: Methods, apparatuses, and systems for autonomous surgical robot evolution and handoff for manual operation are disclosed. A robotic surgical system performs surgery and is controlled jointly by an artificial intelligence (AI) and a surgeon. The surgeon can perform the entire surgery or can alternatively allow the AI to control the surgical robot to perform a part of or the entirety of the surgery. The AI is trained using data from previous surgeries, can provide indication to the surgeon when it has been sufficient trained to take over parts of a surgery, and can prompt the surgeon when there is insufficient training data for the AI to continue. Alternatively, a supervising surgeon can manually take back control of the surgical robot from the AI.

Abstract: Techniques for at least the generation of a chatbot built from a custom vocabulary and to use runtime hints during inference are described. In some examples, the generation of the chatbot includes receiving a request to build a chatbot using a bot definition and a custom vocabulary, wherein the chatbot is to use runtime hints during usage; building the chatbot from the bot definition and custom vocabulary by at least: generating automatic speech recognition (ASR) artifacts to be used in decoding audio input into the chatbot into text for at least one other component of the chatbot to use in determining a next act to be performed, the ASR artifacts including artifacts that use the custom vocabulary and artifacts that do not use the custom vocabulary, and storing the ASR artifacts.

Abstract: Methods, apparatuses, and systems for automated disease detection using multiple-wavelength imaging are disclosed. The disclosed system uses multiple imaging modalities for assessing a medical condition. Data collected from multiple cameras and imaging modalities is processed to identify common structures. The common structures are used to scale and align images, which are analyzed to detect one or more medical conditions. Each acquired image is assessed, and the resulting probabilities are consolidated. The images can be assessed together by using artificial intelligence and machine learning.

Abstract: Methods, apparatuses, and systems for performing robotic joint arthroscopic surgery are disclosed. The disclosed systems use a surgical robot to perform robotic joint arthroscopic surgery for soft tissue. The disclosed systems enable a surgeon or physician to perform a virtual surgical procedure in a virtual environment, storing robotic movements, workflow objects, user inputs, or a description of tools used. The surgical robot filters the stored data to determine a surgical workflow from the stored data. The surgical robot displays information describing a surgical step in the surgical workflow, enabling the surgeon or physician to optionally adjust the surgical workflow. The surgical robot stores the optional adjustments and performs the surgical procedure on a patient by executing surgical actions of the surgical workflow.

Abstract: The present disclosure provides a method for a surgical robot with extended operational range in which a user inputs the surgical robot's movements and locations in a CAD environment through a surgical robot network and the surgical robot movements and locations are stored as a data file. The surgical robot network sends the surgical robot movements and locations data files to the surgical robot which extracts the data file containing the surgical robot movements and locations. The surgical robot then executes the data files containing the surgical robot movements and locations and sends a completion status of the movements and locations and the surgical robot executes a data file containing the robotic movements to perform aspects of the surgical procedure.

Abstract: A target adjustment apparatus may be provided. The target adjustment apparatus may include an optical targeting device having a first zero. The target adjustment apparatus may further include an optical adjustment lens removably disposed in a line of sight between a target and the optical targeting device. The optical adjustment lens may shift a target image before it reaches the optical targeting device, creating a second zero.

Abstract: A method for providing enhanced resiliency of a radio access network (RAN) cell site having multiple sectors includes: providing a first radio unit (RU) simultaneously serving a first set of sectors with a first set of antenna streams; providing a second RU simultaneously serving at least a second set of sectors with a second set of antenna streams; providing a third RU simultaneously serving at least a third set of sectors with a third set of antenna streams; and reconfiguring, by a network management unit, at least the first set of sectors with a reduced antenna configuration in the case of one of a failure or shutdown of the first RU, and all sectors of the cell site are served by the second RU and the third RU to remain in service.

Abstract: Systems and methods for a self-adjusting vehicle mirror. The mirror automatically locates the face of the driver or another passenger, and orients the mirror to provide the driver/passenger face with a desired view from the mirror. The mirror may continue to reorient itself as the driver or passenger shifts position, to continuously provide a desired field of view even as he or she changes position over time. In certain embodiments, the mirror system of the disclosure can be a self-contained system, with the mirror, mirror actuator, camera, and computing device all contained within the mirror housing as a single integrated unit.

Abstract: Methods, apparatuses, and systems for performing robotic surgery in an extended-reality (XR) surgical simulation environment are disclosed. The disclosed systems provide a surgical metaverse in which a surgical robot network receives medical images of a patient. A digital twin is generated from the medical images that enables generation of a virtual surgical simulation environment for performing a surgical procedure. Necessary workflow objects for the procedure are selected and surgical actions are performed on the digital twin. Data of the workflow objects and actions in relation to the digital twin are stored. The surgical robot network generates a surgical workflow based on the workflow objects and actions and compares the surgical workflow to historical workflows to allow adjustment of the workflow in the surgical simulation virtual environment. The workflow, workflow objects, and actions in relation to the digital twin are sent to the surgical robot.

Abstract: A set of alternative vocal input styles for specifying a parameter of a dialog-driven application is determined. During execution of the application, an audio prompt requesting input in one of the styles is presented. A value of the parameter is determined by applying a collection of analysis tools to vocal input obtained after the prompt is presented. A task of the application is initiated using the value.

Abstract: Methods, apparatuses, and systems for designing, modifying, and installing a surgical implant optimized for a patient's unique physiology are disclosed. The methods are based upon data from surgical implants installed in other patients. Allowing patient outcomes from previously installed surgical implants to influence the design, placement, and surgical tool path for enable the implanting of surgical implants having the greatest likelihood of a successful patient outcome.

Abstract: Methods, apparatuses, and systems for digital image analysis for device navigation in tissue are disclosed. The disclosed system uses real-time angiography and artificial intelligence to navigate an end effector of a surgical robot through a patient's vasculature to provide a surgical intervention. Digital imaging is performed that enables three-dimensional mapping of the patient's vasculature. Locations and movement of the end effector of the surgical robot are determined. The end effector is used to perform an intervention such as the removal of a blood clot or delivery of a drug for dissolving a blood clot.

Abstract: Methods, apparatuses, and systems for performing a virtual reality based robotic telesurgical demonstration, training, and credentialing are disclosed. A user may select from a variety of procedure simulations and perform a surgical procedure in a virtual environment. A virtual reality surgical simulation allows the user to demonstrate, train, or earn credentials based upon the user's performance. The simulations may provide the user with points, rankings, rewards, or credentials, in which the user can track their performance and progression as well as practice or fine tune their skills in a safe environment.

Abstract: Methods, apparatuses, and systems for performing a virtual reality based robotic telesurgical demonstration, training, and credentialing are disclosed. A user may select from a variety of procedure simulations and perform a surgical procedure in a virtual environment. A virtual reality surgical simulation allows the user to demonstrate, train, or earn credentials based upon the user's performance. The simulations may provide the user with points, rankings, rewards, or credentials, in which the user can track their performance and progression as well as practice or fine tune their skills in a safe environment.