Abstract: A method for tracking surgical items with a system including an imaging system, a display, and one or more processors is provided. The method includes capturing a video that depicts a user handling the surgical items, and performing computational analysis of the video to detect a characteristic arm motion of the user which is indicative of the user moving the surgical item to be counted in to a surgical procedure. The method further includes, in response to each instance of the characteristic arm motion being detected, updating a count of surgical items and displaying the updated count on the display.

Abstract: Different sampling orders of random variables in a Bayesian model may be generated for Markov Chain Monte Carlo sampling techniques. Code may be received that causes a Markov Chain Monte Carlo sampling technique to be performed with respect to a Bayesian model that includes random variables representing different parameterized probability distributions and connected via edges in a Directed Acyclical Graph (DAG). Instructions may be generated to execute the code that cause the Markov Chain Monte Carlo sampling technique, the instructions including performing different orders for sampling different random variables in the DAG in different iterations of the Markov Chain Monte Carlo sampling technique.

Abstract: Techniques for unlearning concepts in the use of a pre-trained generative machine learning model are described. A description of a concept to be unlearned in use of a pre-trained generative machine learning model is received. Negative prompts and positive prompts are processed with the pre-trained generative machine learning model to generate associated activation volume maps. A set of conditions to differentiate activation volume maps associated with negative prompts from activation volume maps associated with positive prompts is identified. A model adapter is generated, the model adapter to use a set of different model parameters when processing of a prompt by the pre-trained generative machine learning model satisfies the set of conditions.

Abstract: A transport system for delivery or retrieval of a biostimulator, such as a leadless cardiac pacemaker, is described. The biostimulator transport system includes a docking cap supported by a bearing within a bearing housing. The bearing allows relative rotation between a torque shaft connected to the docking cap and an outer catheter connected to the bearing housing. The bearing housing and the docking cap include respective bearing retainers that constrain the bearing within the bearing housing without a weld attachment. The weldless retainers of the biostimulator transport system provide a robust mechanical securement of the bearing that is not vulnerable to corrosion. Other embodiments are also described and claimed.

Abstract: The present disclosure provides collapsible medical devices that may be introduced via a delivery device into a pre-existing patent foramen ovale or trans-septal puncture hole and left in place to provide both a sealing function on the atrial wall and a septal-access function for additional procedures. The disclosed medical devices include a penetrable and re-sealable gasket material disposed in an open lumen in the medical device. This penetrable and re-sealable material allows catheters or other medical devices to pass therethough for providing additional therapy to an individual. By allowing the access point or portal to be opened by a guidewire or another medical tool, the medical devices as disclosed herein may be particularly suitable for a variety of cardiac procedures including, for example, atrial fibrillation, mitral valve replacement or repair, left atrial appendage closures, and the like.

Abstract: A solar powered charging station uses photovoltaic panels to generate electrical energy for use directly and/or for storage in electrical batteries for use during night operation. The station includes parallel electrical circuits which permit the station to operate during daylight hours in the event of a failure of the battery or the battery charging system. The station is adapted to use stabilizing ballast which can be collected locally at the site of the station. The parallel circuitry is adaptable for use with other forms of electrical power generation having a minimal carbon footprint.

Abstract: The present disclosure relates to systems and methods for collecting batteries and other devices for disposal or recycling and suppressing fires during storage and/or transportation. In particular, in one or more embodiments, the disclosed systems provide a battery collection and fire suppression system comprising a battery collection bin with side vents in one or more sides of the battery collection bin. Also, in some embodiments, disclosed systems may include modular inserts configured to be inserted into the battery collection bin. Further, in some implementations, the disclosed systems may include fire suppressant configured to be inserted into the battery collection bin about the modular inserts that automatically is deployed during a thermal event.

Abstract: Disclosed are systems, including client devices and servers, and methods for creating a collaborative virtual session between client devices, wherein each of the client devices is associable with a coupler agent for interfacing with a communicating entity (such as a person). A client device includes a processor and memory operable to: generate a locally instantiated virtual room; instantiate a virtual representation of a first entity associated with the client device in the locally instantiated virtual room; transmit metadata representative of the first entity to a second client device; receive metadata representative of a second entity associated with the second client device; and, instantiate a virtual representation of the second entity as a function of the received metadata, from a perspective of the first entity, in the locally instantiated virtual room. A server can be utilized to join the client devices in the collaborative virtual session and exchange the metadata.

Abstract: Described herein are methods and systems for tracking surgical items. The methods may be performed by one or more processors, and may include receiving a first count of surgical items, receiving one or more images, wherein each image is a field of view comprising one or more surgical items, determining a second count of surgical items based at least in part on the one or more received images, and providing a notification based on the comparison between the first count of surgical items and the second count of surgical items.

Abstract: The present disclosure provides collapsible medical devices that may be introduced via a delivery device into a pre-existing patent foramen ovale or trans-septal puncture hole and left in place to provide both a sealing function on the atrial wall and a septal-access function for additional procedures. The disclosed medical devices include a penetrable and re-sealable gasket material disposed in an open lumen in the medical device. This penetrable and re-sealable material allows catheters or other medical devices to pass therethough for providing additional therapy to an individual. By allowing the access point or portal to be opened by a guidewire or another medical tool, the medical devices as disclosed herein may be particularly suitable for a variety of cardiac procedures including, for example, atrial fibrillation, mitral valve replacement or repair, left atrial appendage closures, and the like.

Abstract: A transport system for delivery or retrieval of a biostimulator, such as a leadless cardiac pacemaker, is described. The biostimulator transport system includes a docking cap supported by a bearing within a bearing housing. The bearing allows relative rotation between a torque shaft connected to the docking cap and an outer catheter connected to the bearing housing. The bearing housing and the docking cap include respective bearing retainers that constrain the bearing within the bearing housing without a weld attachment. The weldless retainers of the biostimulator transport system provide a robust mechanical securement of the bearing that is not vulnerable to corrosion. Other embodiments are also described and claimed.

Abstract: A storage array for centralized logging is provided. The storage array for centralized logging includes one or more servers and a near memory processing NMP module. The one or more servers are configured to host one or more allocation units allocated to a logical volume. The NMP module is configured for one or more allocation units, and the NMP module is configured to record and update a state of a respective allocation unit in a reserved area of the respective allocation unit. The state includes a virtual offset of the respective allocation unit within a virtual log and a range of valid data in the respective allocation unit, and the NMP module is configured to return the allocation unit state in response to a command from one of one or more client devices.

Abstract: A leadless biostimulator including an attachment feature to facilitate precise manipulation during delivery or retrieval is described. The attachment feature can be monolithically formed from a rigid material, and includes a base, a button, and a stem interconnecting the base to the button. The stem is a single post having a transverse profile extending around a central axis. The transverse profile can be annular and can surround the central axis. The leadless biostimulator includes a battery assembly having a cell can that includes an end boss. A tether recess in the end boss is axially aligned with a face port in the button to receive tethers of a delivery or retrieval system through an inner lumen of the stem. The attachment feature can be mounted on and welded to the cell can at a thickened transition region around the end boss. Other embodiments are also described and claimed.

Abstract: Provided is a near memory processing, NMP, module (202A-N, 302A-N, 406A-N) for a centralized logging storage array (204, 304) which includes one or more servers (206A-N, 306A-N) configured to host one or more allocation units (208A-N, 308A-N, 404A-N, 502A-N, 604A-N) assigned to a logical volume, where the NMP module is associated with the one or more allocation units. The NMP module is configured to return a current state of the associated allocation unit in response to one or more commands received from one or more client devices (402A-N, 602A-N). The state of the allocation unit includes a mode of the allocation unit which is one of modes including: ACTIVE, UNINITIALISED and SEALED. When the current mode of the allocation unit is UNINITIALISED, the NMP module is configured to change the mode of the associated allocation unit to ACTIVE in response to receiving an append command from a client device (310).

Abstract: Catheter-based delivery systems for delivery and retrieval of a leadless pacemaker include features to facilitate improved manipulation of the catheter and improved capture and docking functionality of leadless pacemakers. Such functionality includes mechanisms directed to deflecting and locking a deflectable catheter, maintaining tension on a retrieval feature, protection from anti-rotation, and improved docking cap and drive gear assemblies.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for neural network-based optical character recognition. An embodiment of the system may generate a set of bounding boxes based on reshaped image portions that correspond to image data of a source image. The system may merge any intersecting bounding boxes into a merged bounding box to generate a set of merged bounding boxes indicative of image data portions that likely portray one or more words. Each merged bounding box may be fed by the system into a neural network to identify one or more words of the source image represented in the respective merged bounding box. The one or more identified words may be displayed by the system according to a standardized font and a confidence score.

Abstract: A leadless biostimulator including an attachment feature to facilitate precise manipulation during delivery or retrieval is described. The attachment feature can be monolithically formed from a rigid material, and includes a base, a button, and a stem interconnecting the base to the button. The stem is a single post having a transverse profile extending around a central axis. The transverse profile can be annular and can surround the central axis. The leadless biostimulator includes a battery assembly having a cell can that includes an end boss. A tether recess in the end boss is axially aligned with a face port in the button to receive tethers of a delivery or retrieval system through an inner lumen of the stem. The attachment feature can be mounted on and welded to the cell can at a thickened transition region around the end boss. Other embodiments are also described and claimed.

Abstract: A memory controller is configured to be operatively connected to clients for shared memory access. The memory controller is configured to perform a recovery of a shared memory by determining starting point for the recovery and then replicating shared memory to target file system. The memory controller is configured to determine starting point by: generate journal of file operations, generate a snapshot of the shared memory; restore shared memory as per the snapshot to the target file system; determine last operation before snapshot in journal; and set next operation after last operation as starting point. The memory controller is further configured to replicate shared memory by replaying file operations according to journal starting with starting point. The present disclosure enables to create an initial consistent synchronization point of the shared memory with clients, which in turn ensures reliable data recovery of the shared memory in any adverse event.

Abstract: A NAS memory controller is provided that is operatively connected to one or more NAS clients for shared memory access, where each NAS client includes a clock and is operatively connected to one another through a low-latency communications network. The NAS memory controller is configured to transmit an indication of a stop time and a restart time to each of the one or more NAS clients, and after the stop time arrives, receive a journal of file operations from each of the one or more NAS clients. The NAS memory controller is further configured to determine a status of each journal, and thus provides a reliable data replication by accurately synchronizing the file operations of the NAS clients using the journal without the need to have a programmatic access to the NAS source, without installation of gateways, and without requirement to reread all data written to the NAS source.

Abstract: In a method for data recovery in a continuous data protection system, delta values representing an exclusive disjunction between successive values of data block contents of a content fragment of a dataset at a time t(n) and a time t(n?1) for n=1 to i, where i is selected according to a predetermined data protection profile, are generated. The delta values can be used to recover a dataset to a value at the selected point in time in association with a snapshot that is selected as a starting point for recovery based on a cost analysis associated with a volume of disk activity to restore.