Abstract: Conventional, manual identification and scoring of a whole slide image (WSI) to detect Cytokeratin 17 (K17) expression has limitations in terms of lower accuracy in the medium grade cases, slower turn-around time, and high inter and intra-observer variability. Each WSI can take a pathologist six to ten minutes to examine. This is because the brown color staining indicating the presence of K17 may be one of thousands or tens of thousands or other expressions present on the slide. Apparatus and methods are provided for an artificial intelligence (AI) solution that identifies and quantifies positively stained urothelial cells in WSI of urine cytology to aid the diagnosis of urinary bladder carcinoma. An illustrative AI solution may include one or computer models that are programmed to run one more machine learning (ML) models. The ML models may be trained to recognize subtle and complex patterns and features associated with specific diseases.

Abstract: Conventional, manual identification and scoring of a whole slide image (WSI) to detect Cytokeratin 17 (K17) expression has limitations in terms of lower accuracy in the medium grade cases, slower turn-around time, and high inter and intra-observer variability. Each WSI can take a pathologist six to ten minutes to examine. This is because the brown color staining indicating the presence of K17 may be one of thousands or tens of thousands or other expressions present on the slide. Apparatus and methods are provided for an artificial intelligence (AI) solution that identifies and quantifies positively stained urothelial cells in WSI of urine cytology to aid the diagnosis of urinary bladder carcinoma. An illustrative AI solution may include one or computer models that are programmed to run one more machine learning (ML) models. The ML models may be trained to recognize subtle and complex patterns and features associated with specific diseases.

Abstract: A system for monitoring a vehicle component through a mobile device is provided. The mobile device includes an application configured to receive a Vehicle Identification Number (VIN) indicative of a vehicle with which the vehicle component is associated. The application is configured to receive operational data corresponding to the vehicle component based on the Vehicle Identification Number (VIN). The application is configured to evaluate an operational status of the vehicle component based on the operational data. The application is configured to generate a diagnostic code corresponding to the operational status of the vehicle component. The diagnostic code refers to a suggested action in response to the operational status. The application is also configured to track usage of the application by a user after generating the diagnostic code. The application is further configured to generate a reward based on the tracked usage of the application by the user.

Abstract: A system for monitoring a vehicle component through a mobile device is provided. The mobile device includes an application configured to receive a Vehicle Identification Number (VIN) indicative of a vehicle with which the vehicle component is associated. The application is configured to receive operational data corresponding to the vehicle component based on the Vehicle Identification Number (VIN). The application is configured to evaluate an operational status of the vehicle component based on the operational data. The application is configured to generate a diagnostic code corresponding to the operational status of the vehicle component. The diagnostic code refers to a suggested action in response to the operational status. The application is also configured to track usage of the application by a user after generating the diagnostic code. The application is further configured to generate a reward based on the tracked usage of the application by the user.

Abstract: A replacement indicator for a shock absorber includes a pressure sensor which monitors pressure of operating fluid inside the shock absorber. The replacement indicator includes an indicative mechanism operatively coupled with the pressure sensor. The indicative mechanism includes an indicator component coupled to the shock absorber. The indicator component gets displaced relative to an outer surface of the shock absorber when the pressure of the operating fluid drops below a threshold pressure.

Abstract: A replacement indicator for a shock absorber includes a pressure sensor which monitors pressure of operating fluid inside the shock absorber. The replacement indicator includes an indicative mechanism operatively coupled with the pressure sensor. The indicative mechanism includes an indicator component coupled to the shock absorber. The indicator component gets displaced relative to an outer surface of the shock absorber when the pressure of the operating fluid drops below a threshold pressure.

Abstract: An exhaust treatment fluid system includes a tank housing for storing an exhaust treatment fluid. A suction tube includes a first end positioned within the housing. A first sensor is positioned within the tank housing for determining at least one of a fluid level and a concentration of the exhaust treatment fluid. A skirt is positioned in the tank to peripherally surround the first sensor.

Abstract: An exhaust treatment fluid system includes a tank housing for storing an exhaust treatment fluid. A suction tube includes a first end positioned within the housing. A first sensor is positioned within the tank housing for determining at least one of a fluid level and a concentration of the exhaust treatment fluid. A skirt is positioned in the tank to peripherally surround the first sensor.

Abstract: An exhaust treatment fluid system includes a tank housing for storing an exhaust treatment fluid. A suction tube includes a first end positioned within the housing. A first sensor is positioned within the tank housing for determining at least one of a fluid level and a concentration of the exhaust treatment fluid. A skirt is positioned in the tank to peripherally surround the first sensor.

Abstract: An exhaust treatment fluid system includes a tank housing for storing an exhaust treatment fluid. A suction tube includes a first end positioned within the housing. A first sensor is positioned within the tank housing for determining at least one of a fluid level and a concentration of the exhaust treatment fluid. A skirt is positioned in the tank to peripherally surround the first sensor.

Abstract: A wrench that includes a handle and a tool head. The tool head is positionable in a plurality of positions relative to the handle. The wrench is useful in installing and repairing shower drains and sink drains and other similar drain arrangements.