Abstract: Metal nanoparticle-deposited, nitrogen-doped carbon adsorbents are disclosed, along with methods of removing sulfur compounds from a hydrocarbon feed stream using these adsorbents.

Abstract: A method of operating a sequencing batch reactor process includes introducing wastewater to be treated into the sequencing batch reactor and subjecting the wastewater to treatment in the sequencing batch reactor in an aerated anoxic mode in in which a quantity of oxygen is supplied at a level insufficient to meet a biological oxygen demand of the wastewater, but sufficient to cause simultaneous nitrification and denitrification reactions to occur in the wastewater.

Abstract: Embodiments of the invention are directed to devices and methods for providing extension and flexion assistance about a joint of a user. In some cases, a device may manipulate an arm of a user, thereby providing extension or flexion assistance to the arm about an elbow. In other cases, a device may manipulate a hand of a user to provide palmar flexion or dorsiflexion assistance about a wrist of the user.

Abstract: System and methods for providing a target price for a target vehicle with a target mileage are provided. One exemplary method includes receiving attributes for the target vehicle, receiving prices for sold vehicles having attributes corresponding to the target vehicle attributes, and receiving mileages for the sold vehicles. The exemplary method may further include generating a linear regression model relating the sold vehicle mileages to the sold vehicle prices, and providing the target price for the target vehicle based on the model.

Abstract: An assert statement generator employs a neural transformer model with attention to generate candidate assert statements for a unit test method that tests a focal method. The neural transformer model is pre-trained with source code programs and natural language text and fine-tuned with test-assert triplets. A test-assert triplet includes a source code snippet that includes: (1) a unit test method with an assert placeholder; (2) the focal method; and (3) a corresponding assert statement. In this manner, the neural transformer model is trained to learn the semantics and statistical properties of a natural language, the syntax of a programming language, and the relationships between the code elements of the programming language and the syntax of an assert statement.

Abstract: Embodiments provide devices, preparations and methods for delivering therapeutic agents (TAs) such as clotting factors (CFs, e.g., Factor 8) within the GI tract. Many embodiments provide a swallowable device e.g., a capsule for delivering TAs into the intestinal wall (IW). Embodiments also provide TA preparations configured to be contained within the capsule, advanced from the capsule into the IW and/or surrounding tissue (ST) and degrade to release the TA into the bloodstream to produce a therapeutic effect (e.g., improved clotting). The preparation can be operably coupled to delivery means having a first configuration where the preparation is contained in the capsule and a second configuration where the preparation is advanced out of the capsule into the IW or ST (e.g., the peritoneal cavity). Embodiments are particularly useful for delivery of CFs for treatment of clotting disorders (e.g., hemophilia) where such CFs are poorly absorbed and/or degraded within the GI tract.