Abstract: Systems, methods, and devices for a cancer pathology laboratory information system (LIS) are described herein. Features and solutions described may enhance the efficiency and accuracy with which tissue samples are recorded, processed, and tracked for pathology. For example, a dynamic technician interface may be provided to minimize the quantity of inputs and/or potential errors that may be made by a technician. Also provided are solutions for monitoring, analyzing, and correcting improper or inefficient technician conduct. Many other features and examples are described herein.

Abstract: Systems, methods, and devices for applying neural networks (NNs) to a cancer pathology laboratory information system (LIS) are described herein. Features and solutions described may include receiving technician performance information corresponding to a technician at a technician station; monitoring the technician performance information to detect a breach in sample processing standards; apply the technician performance information and an indication of the breach as input information to one or more neural networks (NNs); dynamically generating a prompt comprising an indication of the breach and the remedy and cause a technician terminal, at the technician station, to generate the prompt; and verifying that the breach has been remedied. Many other features and examples are described herein.

Abstract: Anatomical proximal humerus osteosynthesis bone plate devices, as well as kits and systems containing same, are disclosed. The bone plate devices are configured and adapted for attachment to a proximal humerus. The kits include at least two bone plate devices that differ from one another in at least one structural and/or size characteristic. Also disclosed are methods of use thereof.

Abstract: The present application discloses a method, system, and computer system for providing a unified map and performing an active measure for re-routing transport based on one or more hazards along a current route. The method includes obtaining context information for a managed vehicle, obtaining map data, determining, based at least in part on the context information and the map data, whether the managed vehicle is parked in an unsafe location, in response to determining that the managed vehicle is parked in the unsafe location, determining whether to perform an active measure with respect to the managed vehicle, and in response to determining to perform the active measure, performing the active measure.

Abstract: A system for data escalation includes an interface and a processor. The interface is configured to receive sensor data. The processor is configured to determine whether the sensor data indicates an infraction by a driver; in response to the sensor data indicating the infraction by the driver, determine whether the sensor data is to be escalated; in response to determining that the sensor data is to be escalated, indicate that the sensor data is to be escalated to a server; and in response to determining that the sensor data is not to be escalated, indicate the infraction to the driver.

Abstract: Systems, methods, and devices, for melanoma pathology using one or more neural networks (NNs). The techniques described herein may include receiving molecular data corresponding to a patient biopsy sample; molecular data; encoding molecular output data according to a preselected encoding scheme; receiving image data corresponding to the patient biopsy sample; applying the image data to an image analysis NN; concatenate the encoded molecular data to the image data at an intermediate layer of the image analysis NN; and producing, based on the encoded molecular information and the image information concatenated at the intermediate layer, a prognosis output from the image analysis NN. Many other features and examples are described herein.

Abstract: A system includes an interface and a processor. The interface is configured to receive one or more images of an interior of a vehicle from a camera. The processor is configured to determine whether the one or more images indicates to initiate communication to a selected group of receivers from a driver; receive a message; and provide the message to the selected group of receivers.

Abstract: A system for dynamic job shifting includes an interface and a processor. The interface is configured to receive a job request to perform a job. The processor is configured to monitor available resources for performing the job. The available resources include a set of vehicle carried systems accessible to a vehicle event recorder via a communication link. The vehicle event recorder is coupled to a vehicle. The processor is further configured to determine a vehicle carried system of the set of vehicle carried systems for performing the job; provide the job to the vehicle carried system, where the job is configured to create one or more checkpoint data files; and receive an indication of creation of a checkpoint data file of the one or more checkpoint data files.

Abstract: A system for extended time scale event detection includes a data storage device and a processor. The data storage device is configured to store sensor data associated with a vehicle. The processor is configured to analyze an extended time period of the sensor data to identify minor events. The minor events are detected using a minor event threshold. The processor is further configured to determine whether there are more than a threshold number of the minor events and, in the event there are more than a threshold number of the minor events, flag the minor events.

Abstract: A system for dynamic job shifting includes an interface and a processor. The interface is configured to receive a job request to perform a job. The processor is configured to monitor available resources for performing the job. The available resources include a set of vehicle carried systems accessible to a vehicle event recorder via a communication link. The vehicle event recorder is coupled to a vehicle. The processor is further configured to determine a vehicle carried system of the set of vehicle carried systems for performing the job; provide the job to the vehicle carried system, where the job is configured to create one or more checkpoint data files; and receive an indication of creation of a checkpoint data file of the one or more checkpoint data files.

Abstract: A system for checking consent includes an input interface and a processor. The input interface is to receive a start indication of a driver shift start. The processor is to determine a driver for the driver shift; determine whether a consent is stored for the driver; and in the event a consent is stored for the driver, store a transfer indication.

Abstract: A system for efficient video browsing includes an interface and a processor. The interface is configured to receive marks for a video, where marks for a video are determined based at least in part on trigger inputs. The processor is configured to determine whether to enter an efficient video browsing mode; and in response to determining to enter the efficient video browsing mode: retrieve a portion of the video based at least in part on the marks; and cause displaying of the portion of the video.

Abstract: A system for providing power includes a control and a switch. The control is configured to indicate providing parallel power to a vehicle mounted device. The switch is configured to connect power in parallel to the vehicle mounted device, where connecting power in parallel includes back current protection.

Abstract: A system for capturing video comprises an input interface and a processor. The input interface is configured to receive sensor data. The processor is configured to determine whether a driver is in a dangerous state based at least in part on the sensor data; and in the event the driver is in the dangerous state, provide an indication to turn on interior video capture.

Abstract: A diagnostic monitoring system and method is employed for one or more vapor compression systems such as air conditioners and heat pumps having a compressor, an indoor air handler fan coil and an outdoor condensor. Temperature, voltage and current sensors are provided at the outdoor condensor to determine that at least one vapor compression system is operating properly. Data obtained from the sensors is wirelessly transmitted to a receiving-device for use by the systems' custodian or repair service provider and includes information concerning an occurrence of periods when one or more of the vapor compression systems are operating at an abnormal state.

Abstract: A method and system for analyzing customer feedback is provided. The method includes accessing a keyword and word mapping database and receiving consumer feedback data associated with a product or service. The consumer feedback data includes feedback data groups. Each group is divided into segments based on word analysis. Each segment is analyzed with respect to the keyword and thesaurus database. A score is generated for each segment and a composite score is generated for each feedback data group. Each composite score is stored.

Abstract: A system for triggering a specialized data collection mode of a vehicle event recorder comprises an input interface, a processor, and an output interface. The input interface is configured to receive a trigger indication from an external trigger source. The processor is configured to determine whether the trigger indication comprises an indication to enter into a specialized data collection mode and, in the event that the trigger indication comprises the indication to enter into the specialized data collection mode, to determine a vehicle event recorder associated with the trigger indication. The output interface is configured to provide a specialized data collection mode indication to enter the specialized data collection mode to the vehicle event recorder in the event that the trigger indication comprises the indication to enter into the specialized data collection mode.

Abstract: A system for deleting map data comprises an interface and a processor. The interface is configured to determine a location associated with a device. The processor is configured to determine one or more map bundles to delete based at least in part on the location and delete the one or more map bundles.

Abstract: A system for receiving a driving event comprises an interface and a processor. An interface is configured to receive a portion of data regarding a driving event. A processor is configured to determine whether more data regarding the driving event should be requested and, in the event that more data regarding the driving event should be requested, request more data regarding the driving event.

Abstract: A system for receiving a driving event comprises an interface and a processor. An interface is configured to receive a portion of data regarding a driving event. A processor is configured to determine whether more data regarding the driving event should be requested and, in the event that more data regarding the driving event should be requested, request more data regarding the driving event.