Abstract: Examples of the present disclosure describe systems and methods for probabilistic neural network architecture generation. In an example, an underlying distribution over neural network architectures based on various parameters is sampled using probabilistic modeling. Training data is evaluated in order to iteratively update the underlying distribution, thereby generating a probability distribution over the neural network architectures. The distribution is iteratively trained until the parameters associated with the neural network architecture converge. Once it is determined that the parameters have converged, the resulting probability distribution may be used to generate a resulting neural network architecture. As a result, intermediate architectures need not be fully trained, which dramatically reduces memory usage and/or processing time.

Abstract: Examples of the present disclosure describe systems and methods for probabilistic neural network architecture generation. In an example, an underlying distribution over neural network architectures based on various parameters is sampled using probabilistic modeling. Training data is evaluated in order to iteratively update the underlying distribution, thereby generating a probability distribution over the neural network architectures. The distribution is iteratively trained until the parameters associated with the neural network architecture converge. Once it is determined that the parameters have converged, the resulting probability distribution may be used to generate a resulting neural network architecture. As a result, intermediate architectures need not be fully trained, which dramatically reduces memory usage and/or processing time.

Abstract: An integrated system and method for personalized stratification and prediction of neurodegenerative disease state and progression rate. Homogenous patient clusters are identified among heterogeneous patient data. Each patient cluster is characterized by specific disease factors that are used to predict disease progression state and rate for patients assigned to a particular patient cluster in accordance with his disease profile.

Abstract: Examples of the present disclosure describe systems and methods for probabilistic neural network architecture generation. In an example, an underlying distribution over neural network architectures based on various parameters is sampled using probabilistic modeling. Training data is evaluated in order to iteratively update the underlying distribution, thereby generating a probability distribution over the neural network architectures. The distribution is iteratively trained until the parameters associated with the neural network architecture converge. Once it is determined that the parameters have converged, the resulting probability distribution may be used to generate a resulting neural network architecture. As a result, intermediate architectures need not be fully trained, which dramatically reduces memory usage and/or processing time.

Abstract: Examples of the present disclosure describe systems and methods for probabilistic neural network architecture generation. In an example, an underlying distribution over neural network architectures based on various parameters is sampled using probabilistic modeling. Training data is evaluated in order to iteratively update the underlying distribution, thereby generating a probability distribution over the neural network architectures. The distribution is iteratively trained until the parameters associated with the neural network architecture converge. Once it is determined that the parameters have converged, the resulting probability distribution may be used to generate a resulting neural network architecture. As a result, intermediate architectures need not be fully trained, which dramatically reduces memory usage and/or processing time.

Abstract: An integrated system and method for personalized stratification and prediction of neurodegenerative disease state and progression rate. Homogenous patient clusters are identified among heterogeneous patient data. Each patient cluster is characterized by specific disease factors that are used to predict disease progression state and rate for patients assigned to a particular patient cluster in accordance with his disease profile.

Abstract: Embodiments of the present disclosure relate to a vaccine composition comprising a bacterial strain with a deleted or inactive ntrX gene.

Abstract: Embodiments of the present disclosure relate to a vaccine composition comprising a bacterial strain with a deleted or inactive ntrX gene.

Abstract: Examples of the present disclosure describe systems and methods for probabilistic neural network architecture generation. In an example, an underlying distribution over neural network architectures based on various parameters is sampled using probabilistic modeling. Training data is evaluated in order to iteratively update the underlying distribution, thereby generating a probability distribution over the neural network architectures. The distribution is iteratively trained until the parameters associated with the neural network architecture converge. Once it is determined that the parameters have converged, the resulting probability distribution may be used to generate a resulting neural network architecture. As a result, intermediate architectures need not be fully trained, which dramatically reduces memory usage and/or processing time.

Abstract: Described herein are methods, compositions, systems, and kits that effectively deliver a laxative to a patient along with effective electrolyte replenishment by delivering both a laxative and electrolytes via a food item. The food item is prepared by either combining, mixing, or integrating the ingredients that form the food item together with one of or both of a laxative and electrolytes so that the ingredients in the food item either eliminate or significantly reduce the poor taste associated with either the electrolytes or the laxative. Eliminating or reducing the poor taste associated with either electrolytes or laxative, greatly improves patient satisfaction and compliance with ingesting these substances in order to, for example, prepare the GI tract of the patient for a medical or surgical procedure.

Abstract: Described herein are methods, compositions, systems, and kits that effectively deliver a laxative to a patient along with effective electrolyte replenishment by delivering both a laxative and electrolytes via a food item. The food item is prepared by either combining, mixing, or integrating the ingredients that form the food item together with one of or both of a laxative and electrolytes so that the ingredients in the food item either eliminate or significantly reduce the poor taste associated with either the electrolytes or the laxative. Eliminating or reducing the poor taste associated with either electrolytes or laxative, greatly improves patient satisfaction and compliance with ingesting these substances in order to, for example, prepare the GI tract of the patient for a medical or surgical procedure.

Abstract: Described herein are compositions for purging the GI tract of a subject together with methods of manufacture of said compositions. In various embodiments, compositions for purging the GI tract of a subject may comprise USP food ingredients and USP/NF grade chemicals mixed together to form homogeneous edible mixtures. Methods of manufacture of formulations for delivery laxatives may comprise a temperature controlled process.

Abstract: An edible topping composition which is pourable at refrigeration and room temperatures. The edible topping composition includes a coconut component (i.e., coconut oil, coconut cream, and/or coconut milk), fat, stabilizer, sweetener, and water. One or more optional ingredients can also be used (e.g., milk protein or soy protein, emulsifiers, thickeners, salt, phosphate salt, flavoring, coloring, preservatives, etc.). The edible topping composition is whippable and, in a whipped form, has a smooth, non-greasy texture and is free of waxy mouth feel.

Abstract: An apparatus (100) for a toilet (600) is provided. The apparatus can include a toilet seat engagement portion (101) and a sheet catcher (102) comprising one or more barbs (104,105,106,107,108). A flexible thong (103) can couple the toilet seat engagement portion to the sheet catcher. The sheet catcher to situates within a water seal (605) of the toilet when the toilet seat engagement portion engages a seat (612) of the toilet. The barbs can to catch non-dispersible sheets (701) when the toilet is flushed.

Abstract: Described herein are methods, compositions, systems, and kits that effectively deliver a laxative to a patient along with effective electrolyte replenishment by delivering both a laxative and electrolytes via a food item. The food item is prepared by either combining, mixing, or integrating the ingredients that form the food item together with one of or both of a laxative and electrolytes so that the ingredients in the food item either eliminate or significantly reduce the poor taste associated with either the electrolytes or the laxative. Eliminating or reducing the poor taste associated with either electrolytes or laxative, greatly improves patient satisfaction and compliance with ingesting these substances in order to, for example, prepare the GI tract of the patient for a medical or surgical procedure.

Abstract: Described herein are methods, compositions, systems, and kits that effectively deliver a laxative to a patient along with effective electrolyte replenishment by delivering both a laxative and electrolytes via a food item. The food item is prepared by either combining, mixing, or integrating the ingredients that form the food item together with one of or both of a laxative and electrolytes so that the ingredients in the food item either eliminate or significantly reduce the poor taste associated with either the electrolytes or the laxative. Eliminating or reducing the poor taste associated with either electrolytes or laxative, greatly improves patient satisfaction and compliance with ingesting these substances in order to, for example, prepare the GI tract of the patient for a medical or surgical procedure.

Abstract: An edible topping composition which is pourable at refrigeration and room temperatures. The edible topping composition includes a coconut component (i.e., coconut oil, coconut cream, and/or coconut milk), fat, stabilizer, sweetener, and water. One or more optional ingredients can also be used (e.g., milk protein or soy protein, emulsifiers, thickeners, salt, phosphate salt, flavoring, coloring, preservatives, etc.). The edible topping composition is whippable and, in a whipped form, has a smooth, non-greasy texture and is free of waxy mouth feel.

Abstract: The present invention is directed to flavored ionized water compositions designed with effective concentrations of hydronium characterized by pH levels selected to improve oral health. In particular, the compositions of the present invention control the window of the effective concentration of hydronium in a flavored ionized water composition to afford novel flavored alkaline water compositions.

Abstract: Described herein are methods, compositions, systems, and kits that effectively deliver a laxative to a patient along with effective electrolyte replenishment by delivering both a laxative and electrolytes via a food item. The food item is prepared by either combining, mixing, or integrating the ingredients that form the food item together with one of or both of a laxative and electrolytes so that the ingredients in the food item either eliminate or significantly reduce the poor taste associated with either the electrolytes or the laxative. Eliminating or reducing the poor taste associated with either electrolytes or laxative, greatly improves patient satisfaction and compliance with ingesting these substances in order to, for example, prepare the GI tract of the patient for a medical or surgical procedure.

Abstract: An apparatus (100) for a toilet (600) is provided. The apparatus can include a toilet seat engagement portion (101) and a sheet catcher (102) comprising one or more barbs (104,105,106,107,108). A flexible thong (103) can couple the toilet seat engagement portion to the sheet catcher. The sheet catcher to situates within a water seal (605) of the toilet when the toilet seat engagement portion engages a seat (612) of the toilet. The barbs can to catch non-dispersible sheets (701) when the toilet is flushed.