Abstract: Various embodiments of the present disclosure provide methods, apparatus, systems, computing devices, computing entities, and/or the like for allocating resources. The method comprises receiving, by a computing device using a resource allocation machine learning framework, historical data comprising one or more causal variables corresponding to one or more actions or inactions with respect to one or more resource-requesting entities and one or more outcomes of one or more actions, identifying, by the computing device, given ones of one or more resource-requesting entity subgroups based at least in part on the one or more causal effect predictions, and performing, by the computing device, one or more prediction-based actions based at least in part on the identification of the given one or more resource-requesting entity subgroups.

Abstract: The present disclosure describes a telecommunications equipment mount. The mount includes a stabilization frame having a bottom and at least three sides, the bottom and sides defining an open interior cavity, at least one mounting member perpendicular to one of the sides of the stabilization frame and extending outwardly from the side of the stabilization frame a distance, and at least one brace member. The at least one brace member includes a first bracket coupled to one side of the stabilization frame and configured to be secured to the at least one mounting member and a second bracket extending outwardly from the same side of the stabilization frame at an angle. A first end of the second bracket is coupled to a lower end of the first bracket and a second opposing end of the second bracket is configured to be secured to the at least one mounting member at a different location than the first bracket.

Abstract: There is a need for more effective and efficient health risk assessment and prevention. This need is addressed by utilizing microvascular information as a component in an integrated health risk score. An example method can include receiving a microvascular data object for a user that is indicative of a microvascular volume differential for the user; determining a plurality of predictive outcome features for a predicted microvascular outcome; determining, using a feature prediction model, one or more impact predictions for the plurality of predictive outcome features; generating, based at least in part on the microvascular data object and the one or more impact predictions, an outcome risk score data object for the user; and generating, using a refined remedial model, and based at least in part, on the outcome risk score data object, at least one tailored remedial measure for the user.

Abstract: An apparatus includes a housing, a sample carrier device. The sample carrier device includes samples and is mounted in the housing such that the samples are external to the housing. The apparatus further includes a sample cover mounted to the housing such that the sample cover and the housing enclose the sample carrier device. The apparatus further includes a sensor directed to the sample carrier device. The apparatus further includes a processor and a memory device storing instructions executable by the processor to initiate removal of the sample cover from the sample carrier device. The instructions are further executable by the processor to initiate capture of data by the sensor.

Abstract: An application for a system and method for generating browns gas (mixture of oxygen and hydrogen) from a direct current power source is disclosed. The browns gas is mixed with fossil fuels such as gasoline, ethanol and diesel before combustion in a combustion engine. In such, the efficiency of the combustion engine is improved while reducing emissions of pollutants. A unique grid arrangement is immersed in an electrolyte for generating browns gas. The grid assembly includes conductive plates that are insulated and interspersed between positively biased plates and negatively biased plates, thereby improving the efficiency of the electrolysis.

Abstract: A vending machine with a frame in which there are numerous pivoting shelves, each shelf having a tang which extends through a hole in the frame, each tang having a tab positioned to frictionally interact with a side of the hole to keep the shelf in a generally horizontal position until the tab is forced out of the frictional interaction by a ratchet slide which travels vertically up a ratchet column disposed next to the frame. The ratchet column causes the slide to ratchet upward by moving a face of the column up and down vertically, causing grooves on the column to lift the slide. Each movement of the face up and back down causes the slide to ratchet to a position one hole higher, forcing the tang out of frictional interaction with the hole wall which causes the shelf to pivot and drop its contents into an accessible receptacle at the bottom of the machine.