Abstract: A system coordinates services between users and providers. The system trains a computer model to predict a user state of a user using data about past services. The prediction is based on data associated with a request submitted by a user. Request data can include current data about the user's behavior and information about the service that is independent of the particular user behavior or characteristics. The user behavior may be compared against the user's prior behavior to determine differences in the user behavior for this request and normal behavior of prior requests. The system can alter the parameters of a service based on the prediction about the state of the user requesting the service.

Abstract: A crop prediction system performs various machine learning operations to predict crop production and to identify a set of farming operations that, if performed, optimize crop production. The crop prediction system uses crop prediction models trained using various machine learning operations based on geographic and agronomic information. Responsive to receiving a request from a grower, the crop prediction system can access information representation of a portion of land corresponding to the request, such as the location of the land and corresponding weather conditions and soil composition. The crop prediction system applies one or more crop prediction models to the access information to predict a crop production and identify an optimized set of farming operations for the grower to perform.

Abstract: An information handling system includes a compute express link (CXL) device coupled to a processor by a PCIe/CXL link. The processor initiates a link training on the PCIe/CXL link, determines that the PCIe/CXL link failed to train to a CXL link signaling rate, trains the PCIe/CXL link as a PCIe link in response to determining that the PCIe/CXL link failed to train to the CXL link signaling rate, and operates the CXL device as a PCIe device only in response to training the PCIe/CXL link as a PCIe link.

Abstract: A system coordinates services between users and providers. The system trains a computer model to predict a user state of a user using data about past services. The prediction is based on data associated with a request submitted by a user. Request data can include current data about the user's behavior and information about the service that is independent of the particular user behavior or characteristics. The user behavior may be compared against the user's prior behavior to determine differences in the user behavior for this request and normal behavior of prior requests. The system can alter the parameters of a service based on the prediction about the state of the user requesting the service.

Abstract: Disclosed is an ocular tissue sampling device that enables both imaging of an ex vivo eye and procurement of a tissue sample therefrom. The device includes an eye support assembly configured to secure the eye, a scanner assembly configured to enable imaging of the eye, and a tissue sampling assembly connected to the scanner assembly and configured to obtain a tissue sample from the eye. The tissue sampling assembly includes a biopsy member that is selectively adjustable between a first configuration for imaging of the eye, and a second configuration for procurement of a tissue sample from the eye.

Abstract: A locking differential assembly (10) includes a differential case (12). A lock ring (40) is selectably engagable with a first side gear (18, 20) to selectably prevent the first side gear (18, 20) and a second side gear (18, 20) from rotating relative to the differential case (12). A plunger (30) is translatable along a plunger axis (55) through a bore (68) in the differential case (12). The plunger (30) is to be in contact with the lock ring (40) at least when the lock ring (40) is engaged with the first side gear (18, 20). A position of the plunger (30) relative to the differential case (12) along the plunger axis (55) is indicative of an engagement status of the lock ring (40). A non-contacting sensor is connected to the differential case (12) and located a fixed, predetermined distance from the differential case (12). The sensor is to detect a proximity of the plunger (30) to the sensor and to output an electrically detectable signal indicative of the engagement status of the lock ring (40).

Abstract: A system coordinates services between users and providers. The system trains a computer model to predict a user state of a user using data about past services. The prediction is based on data associated with a request submitted by a user. Request data can include current data about the user's behavior and information about the service that is independent of the particular user behavior or characteristics. The user behavior may be compared against the user's prior behavior to determine differences in the user behavior for this request and normal behavior of prior requests. The system can alter the parameters of a service based on the prediction about the state of the user requesting the service.

Abstract: A locking differential assembly (10) includes a differential case (12). A lock ring (40) is selectably engagable with a first side gear (18, 20) to selectably prevent the first side gear (18, 20) and a second side gear (18, 20) from rotating relative to the differential case (12). A plunger (30) is translatable along a plunger axis (55) through a bore (68) in the differential case (12). The plunger (30) is to be in contact with the lock ring (40) at least when the lock ring (40) is engaged with the first side gear (18, 20). A position of the plunger (30) relative to the differential case (12) along the plunger axis (55) is indicative of an engagement status of the lock ring (40). A non-contacting sensor is connected to the differential case (12) and located a fixed, predetermined distance from the differential case (12). The sensor is to detect a proximity of the plunger (30) to the sensor and to output an electrically detectable signal indicative of the engagement status of the lock ring (40).

Abstract: A system coordinates services between users and providers. The system trains a computer model to predict a user state of a user using data about past services. The prediction is based on data associated with a request submitted by a user. Request data can include current data about the user's behavior and information about the service that is independent of the particular user behavior or characteristics. The user behavior may be compared against the user's prior behavior to determine differences in the user behavior for this request and normal behavior of prior requests. The system can alter the parameters of a service based on the prediction about the state of the user requesting the service.

Abstract: An electronic limited slip differential system constructed in accordance to one example of the present disclosure is provided. The system includes an axle housing defining an inner chamber, a differential assembly disposed within the inner chamber, and a hydraulic control unit (HCU) coupled directly to a top of the axle housing such that the HCU is mounted on a top of the differential assembly.

Abstract: A system coordinates services between users and providers. The system trains a computer model to predict a user state of a user using data about past services. The prediction is based on data associated with a request submitted by a user. Request data can include current data about the user's behavior and information about the service that is independent of the particular user behavior or characteristics. The user behavior may be compared against the user's prior behavior to determine differences in the user behavior for this request and normal behavior of prior requests. The system can alter the parameters of a service based on the prediction about the state of the user requesting the service.

Abstract: An electronic limited slip differential system constructed in accordance to one example of the present disclosure is provided. The system includes an axle housing defining an inner chamber, a differential assembly disposed within the inner chamber, and a hydraulic control unit (HCU) coupled directly to a top of the axle housing such that the HCU is mounted on a top of the differential assembly.