Abstract: Multi-faceted machine learning model systems and methods are disclosed that integrate historical data, user-specific criteria, and prioritized real-time event updates. The machine learning model systems and methods may be selected and weighed to optimize simulation accuracy based on event type, player status, and user-defined constraints, such as risk tolerance and preference for specific teams, sports or players. The machine learning model is applied to a first historical outcome and a second historical outcome to generate a predictive outcome responsive to a user query, the user query having a first keyword vector and a second keyword vector. The machine learning model is applied to a real-time event and the predictive outcome to generate an updated predictive outcome. A prediction error indicative of a difference between the predictive outcome and the updated predictive outcome can be determined.

Abstract: Systems and methods for automated personalized incentives are provided. A Universal Rewards Program (URP) automatically collects consumer data regarding spending and wagering behaviors, a provides personalized incentives such as cash back, discounts, deals, bonuses, gifts, retention incentives, referral bonuses, and other personalized incentives. The URP tailors the incentive based upon transaction data collected on the consumer. The URP can also monitor and provide an alert when spending and wagering behaviors can result in negative consequences.

Abstract: Provided herein are methods, systems, and apparatus for measuring and/or controlling mass flow/concentration of a catalytically reactive gas within a mixed gas stream by determining thermal rise due to decomposition.

Abstract: Provided herein are methods, systems, and apparatus for inhibiting decomposition of hydrogen peroxide gas through use of surface modification of production and delivery components.

Abstract: Compositions, methods, devices, and systems for purifying a source liquid from a replenishment stock solution that includes stabilizing agents, such as metal ions, prior to vaporization. Certain embodiments effect the purification with a solid perfluoronated ionomer, such as a perfluoronated ionomer membrane. Advantageously, source liquids purified in this manner provide feed stocks for production of ultra-pure gaseous reagents. As well, performance characteristics of membrane-based vaporizers relying on transport processes are improved.

Abstract: Provided herein are methods, systems, and apparatus for measuring and/or controlling mass flow/concentration of a catalytically reactive gas within a mixed gas stream by determining thermal rise due to decomposition.

Abstract: A method and chemical delivery system are provided for low temperature atomic layer deposition. Thus, methods of forming nitrogen-containing thin films by atomic layer deposition using a substantially water free hydrazine gas and plasma treatment are provided.

Abstract: Provided herein is a device for removing residual hydrogen peroxide or hydrazine from an effluent gas stream which includes a metal oxide scrubber material configured to react with residual process gases under increased temperatures. Also provided are systems and methods of using the same.

Abstract: Provided herein are methods, systems, and devices for the vapor phase delivery of high purity process gases to a critical process or application.

Abstract: A method and chemical delivery system and device are provided. One method includes contacting a non-aqueous hydrazine solution with a carrier gas and/or vacuum and delivering a gas stream comprising hydrazine to a critical process or application. One chemical delivery system and device includes a non-aqueous hydrazine solution having a vapor phase that is in contact with a carrier gas and/or vacuum. One device includes a chamber for containing a liquid comprising at least one volatile process chemical, such as a non-aqueous hydrazine solution, a hydrogen peroxide solution, or another suitable process chemical, and a head space from which the volatile can be drawn using a carrier gas and/or vacuum. Another method useful in the present invention involves drawing a process chemical from a device as a disclosed herein using a carrier or vacuum and delivering the process chemical to a critical process or application.

Abstract: Methods and delivery systems for providing a gas phase of a multi-component liquid source for delivery to a critical process application are provided. The methods include concentration of a component of the liquid source which is less volatile than water for delivery of a gas stream comprising the less volatile component to a critical process application. Critical process applications include decontamination and microelectronic processing applications.

Abstract: Provided herein are methods, systems, and devices for the vapor phase delivery of high purity process gases to a critical process or application.

Abstract: Compositions, methods, devices, and systems for purifying a source liquid from a replenishment stock solution that includes stabilizing agents, such as metal ions, prior to vaporization. Certain embodiments effect the purification with a solid perfluoronated ionomer, such as a perfluoronated ionomer membrane. Advantageously, source liquids purified in this manner provide feed stocks for production of ultra-pure gaseous reagents. As well, performance characteristics of membrane-based vaporizers relying on transport processes are improved.

Abstract: A method and chemical delivery system and device are provided. One method includes contacting a non-aqueous hydrazine solution with a carrier gas and/or vacuum and delivering a gas stream comprising hydrazine to a critical process or application. One chemical delivery system and device includes a non-aqueous hydrazine solution having a vapor phase that is in contact with a carrier gas and/or vacuum. One device includes a chamber for containing a liquid comprising at least one volatile process chemical, such as a non-aqueous hydrazine solution, a hydrogen peroxide solution, or another suitable process chemical, and a head space from which the volatile can be drawn using a carrier gas and/or vacuum. Another method useful in the present invention involves drawing a process chemical from a device as a disclosed herein using a carrier or vacuum and delivering the process chemical to a critical process or application.

Abstract: Provided herein is a device for removing residual hydrogen peroxide or hydrazine from an effluent gas stream which includes a metal oxide scrubber material configured to react with residual process gases under increased temperatures. Also provided are systems and methods of using the same.

Abstract: Provided herein are methods, systems, and devices for the vapor phase delivery of high purity process gases to a critical process or application.

Abstract: Methods and delivery systems for providing a gas phase of a multi-component liquid source for delivery to a critical process application are provided. The methods include concentration of a component of the liquid source which is less volatile than water for delivery of a gas stream comprising the less volatile component to a critical process application. Critical process applications include decontamination and microelectronic processing applications.