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 invention provides a delivery device for use in the control of a target animal species, the delivery device including: (a) a core containing a control agent for the target animal species, and (b) an impermeable coating enclosing the core, the coating being selected to provide exposure of the core in the gastrointestinal tract of the target animal species; wherein the coating of the delivery device has a hardness such that the coating is not readily breached upon mastication by a target or non-target animal species and further wherein the delivery device will not pass through a Tyler 5 mesh.

Abstract: The present invention provides a delivery device for use in the control of a target animal species, the delivery device including: (a) a core containing a control agent for the target animal species, and (b) an impermeable coating enclosing the core, the coating being selected to provide exposure of the core in the gastrointestinal tract of the target animal species; wherein the coating of the delivery device has a hardness such that the coating is not readily breached upon mastication by a target or non-target animal species and further wherein the delivery device will not pass through a Tyler 5 mesh.