Abstract: Methods, apparatuses, systems, computing devices, and/or the like are provided. An example method may generate a plurality of multidimensional patient-drug tensors based at least in part on a plurality of patient record data objects and a plurality of combined drug input vectors, generate an interaction-attentive prediction data object based at least in part on the plurality of multidimensional patient-drug tensors and at least one interaction-attentive machine learning model, generate an interaction-inattentive prediction data object based at least in part on the plurality of patient record data objects and an interaction-inattentive machine learning model, determine a drug combination indicator based at least in part on comparing the interaction-attentive prediction data object and the interaction-inattentive prediction data object, generate a predicted multi-drug contraindication data object based at least in part on the drug combination indicator, and perform one or more prediction-based actions.

Abstract: Various embodiments of the present disclosure disclose a machine learning training approach for intelligently training a plurality of machine learning models associated with a multitask environment. The techniques include jointly training the plurality of machine learning models based on task similarities by generating a similarity matrix corresponding to a plurality machine learning models, generating a sharing loss value for the at least two machine learning models, generating, using a loss function and a training dataset, a prediction loss value for a particular machine learning model of the at least two machine learning models, generating an aggregated loss value for the particular machine learning model based on the similarity matrix, the sharing loss value, and the prediction loss value, and updating the particular machine learning model based on the aggregated loss value for the particular machine learning model.

Abstract: Methods are provided for generating an estimated number of workflow cycles able to be executed with a remaining battery capacity of a battery in a device. A workflow cycle comprising a predefined series of tasks of a work application executed during a defined timeframe is defined. Beginning battery capacity is determined at start of work application execution. End battery capacity at completion of work application execution is determined. Battery usage estimate associated with work application is calculated from difference between beginning battery capacity and end battery capacity. The estimated number of workflow cycles able to be executed is based on the remaining battery capacity and the battery usage estimate.

Abstract: Methods are provided for generating an estimated number of workflow cycles able to be executed with a remaining battery capacity of a battery in a device. A workflow cycle comprising a predefined series of tasks of a work application executed during a defined timeframe is defined. Beginning battery capacity is determined at start of work application execution. End battery capacity at completion of work application execution is determined. Battery usage estimate associated with work application is calculated from difference between beginning battery capacity and end battery capacity. The estimated number of workflow cycles able to be executed is based on the remaining battery capacity and the battery usage estimate.

Abstract: Methods are provided for generating an estimated number of workflow cycles able to be executed with a remaining battery capacity of a battery in a device. A workflow cycle comprising a predefined series of tasks of a work application executed during a defined timeframe is defined. Beginning battery capacity is determined at start of work application execution. End battery capacity at completion of work application execution is determined. Battery usage estimate associated with work application is calculated from difference between beginning battery capacity and end battery capacity. The estimated number of workflow cycles able to be executed is based on the remaining battery capacity and the battery usage estimate.

Abstract: Methods are provided for generating an estimated number of workflow cycles able to be executed with a remaining battery capacity of a battery in a device. A workflow cycle comprising a predefined series of tasks of a work application executed during a defined timeframe is defined. Beginning battery capacity is determined at start of work application execution. End battery capacity at completion of work application execution is determined. Battery usage estimate associated with work application is calculated from difference between beginning battery capacity and end battery capacity. The estimated number of workflow cycles able to be executed is based on the remaining battery capacity and the battery usage estimate.

Abstract: Methods are provided for generating an estimated number of workflow cycles able to be executed with a remaining battery capacity of a battery in a device. A workflow cycle comprising a predefined series of tasks of a work application executed during a defined timeframe is defined. Beginning battery capacity is determined at start of work application execution. End battery capacity at completion of work application execution is determined. Battery usage estimate associated with work application is calculated from difference between beginning battery capacity and end battery capacity. The estimated number of workflow cycles able to be executed is based on the remaining battery capacity and the battery usage estimate.

Abstract: Methods are provided for generating an estimated number of workflow cycles able to be executed with a remaining battery capacity of a battery in a device. A workflow cycle comprising a predefined series of tasks of a work application executed during a defined timeframe is defined. Beginning battery capacity is determined at start of work application execution. End battery capacity at completion of work application execution is determined. Battery usage estimate associated with work application is calculated from difference between beginning battery capacity and end battery capacity. The estimated number of workflow cycles able to be executed is based on the remaining battery capacity and the battery usage estimate.

Abstract: A method for managing energy usage by a mobile device is described. An environmental characteristic is monitored over environments in which the mobile device is operable. A location of the mobile device is tracked in relation to the environments. The mobile device is informed with data relating to the environmental characteristic of the environment in which the mobile device location is tracked. A characteristic of the mobile device is sensed. The data, related to the environmental characteristic of the tracked location, is compared to the sensed mobile device characteristic. An action is determined related to the energy-using operation of the mobile device based on the comparison. The energy-using operation of the mobile device is controlled, based on the determined action.

Abstract: A method for managing energy usage by a mobile device is described. An environmental characteristic is monitored over environments in which the mobile device is operable. A location of the mobile device is tracked in relation to the environments. The mobile device is informed with data relating to the environmental characteristic of the environment in which the mobile device location is tracked. A characteristic of the mobile device is sensed. The data, related to the environmental characteristic of the tracked location, is compared to the sensed mobile device characteristic. An action is determined related to the energy-using operation of the mobile device based on the comparison. The energy-using operation of the mobile device is controlled, based on the determined action.

Abstract: An outdoor cooker having a heavy metal, circular housing with an open top and a closed bottom. A grill sleeve and grill pivot tube are attached to the housing and to a circular grill. The grill pivot tube is used to pivot the grill above the open top of the housing and receiving and cooking food items on the grill. The cooker also including a skillet sleeve and skillet pivot tube attached to the housing and a circular skillet. The skillet pivot tube is used to pivot the skillet above the open top of the housing for cooking food items. The cooker also includes leg tubes attached to the outside of the housing for receiving two or more removable vertical legs. The legs are used to support the housing on a ground surface.

Abstract: A subsea pressure control system includes an inlet flowline, a pressure sensing device coupled into the inlet flowline and in fluid communication with the inlet flowline, a controller coupled to the pressure sensing device, an actuator coupled to the controller, and a valve coupled to the actuator and a fluid outlet. The controller may be responsive to the pressure sensing device, the actuator may be responsive to the controller, and the valve may be responsive to the actuator to regulate a measured pressure of the pressure sensing device at or below a setpoint pressure. Another subsea pressure control system includes a controller responsive to a setpoint pressure in a flowline, and a valve responsive to a signal from the controller, wherein the signal is based on the setpoint pressure and actuates the valve from a closed position to an open position.

Abstract: An electrically heated stone or composite material bench that is suitable for both inside and outdoor use and providing added comfort to the seated user in colder climates or conditions. The stone bench has upright supports (29 and 31) and a bottom seat (23) and may or may not contain an upright back support (21). A length of commercially produced electrical heating cable (33) is embedded in each of the hollowed out rock slabs that comprise the seat and back. The cable is inlaid in a spiral pattern at a distance of around 1.5 inches apart, with around 35 feet of cable used per rock slab. The amount of cable is dependent on the climate and needs of user. Electrical connections are made in a junction box (39) attached to the underside of bench and attached to a power cord (37). Steel pins or bolts securely fasten and stabilize assembled heated stone bench.

Abstract: A jack up work platform is recited. The work platform comprises a hovercraft vessel outfitted with several jack up legs. The hovercraft can traverse environmentally sensitive terrain such a brackish and freshwater marshes without the need to dig canals that may cause or exacerbate salt water intrusion. Once the drilling or exploration site is reached, the jack up legs may be lowered, lifting the work platform above the surface. Once the vessel is secured on the legs, it may be used like a conventional oil field work platform for drilling, exploration, or construction jobs for which other work platforms or vessels are typically used. The deck of the hovercraft may serve as the work platform or the deck may be provided with a cantilevered work platform extension. The hovercraft will preferably be provided with typical oil field heavy machinery such as a crane for assembly of the legs, and drill stem as well as for work on other structures.

Abstract: This invention relates to fishing tools for first determining the orientation of an object before retrieving said object from a well, well bore, casing, and the like. It comprises a base with a plurality of electrode welding tips retractably attached thereto and displaced in pre-selected pattern. Signals are generated as the electrode tips come into contact with the object indicating the orientation of the object. Electrical welding current is then selectively applied to a desired electrode to attach to the object for retrieval.

Abstract: There is disclosed a torque wrench, including a main body, an actuator including a piston/cylinder arrangement and cooperating spool valve which selectively supplies pressurized fluid to either side of the piston member. The actuator is supported in the main body and adapted to act upon and selectively reciprocate a thrust member relative to the main body, the thrust member being adapted to engage and pivot a torque arm for providing a torque output at an output shaft via a ratchet arrangement incorporated between the torque arm and the output shaft. The torque arm is supported independently of the thrust member and is not physically connected thereto.