Abstract: The present invention relates to deep learning implementations for medical imaging. More particularly, the present invention relates to a method and system for indicating whether additional medical tests are required after analysing an initial medical screening, in substantially real-time. Aspects and/or embodiments seek to provide a method and system for recommending additional medical tests, in substantially real-time, based on analysing an initial medical scan, with the use of deep learning.

Abstract: The present invention relates to deep learning implementations for medical imaging. More particularly, the present invention relates to a method and system for suggesting whether to obtain a second review after a first user has performed a manual review/analysis of a set of medical images from an initial medical screening. Aspects and/or embodiments seek to provide a method and system for suggesting that a second radiologist reviews one or more cases/sets of medical images in response to a first radiologist's review of the case of medical images, based on the use of computer-aided analysis (for example using deep learning) on each case/set of medical images and the first radiologist's review.

Abstract: The present invention relates to deep learning for automated assessment of malignancy of lesions. According to a first aspect, there is provided a computer-aided method of malignancy assessment of lesions, the method comprising the steps of: receiving input data; performing a first analysis on the input data to identify one or more lesions, generating a probability map for the one or more lesions from the input data; performing a second analysis on the input data to obtain a malignancy probability mask for the input data; and generating an overlay for the input data by combining the lesion probability map with the malignancy probability mask.

Abstract: This disclosure relates to JAK1 pathway inhibitors and the use thereof in treating cytokine-related diseases or disorders such as cytokine release syndrome (CRS), hemophagocytic lymphohistiocytosis (HLH), macrophage activation syndrome (MAS), and CAR-T-cell-related encephalopathy syndrome (CRES).

Abstract: The present invention relates to a method and system that automatically determines malignancy in mammograms in parallel with a human operator. More particularly, the present invention relates to providing a reliable automated malignancy determination in parallel to a human operator to reduce the need for two human operators in a mammography analysis workflow. Aspects and/or embodiments seek to provide a method of automatically assessing mammography data in parallel with a human operator. Aspects and/or embodiments also seek to address the problems relating to providing a substantially reliable second reader to allow a single operator to analyse and diagnose mammography data.

Abstract: Scent infused nasal cannulas, scent infused nasal cannula assemblies, methods of providing scents to subjects, and methods of fabricating scent infused nasal cannulas. The scent infused nasal cannulas and scent infused nasal cannula assemblies include a tubular body, a pair of narine projections, and fluid supply tubes. The tubular body and the pair of narine projections are formed from a scent infused polymer. The methods of providing scents to subjects include attaching a scent infused nasal cannula to a subject and delivering a fluid from a fluid source to the subject during the emission period of the scent infused polymer such that the scent is detectable therefrom. The methods of fabricating scent infused nasal cannulas include providing a scent infused nose piece and attaching fluid supply tubes to the nose piece and to a fluid source.

Abstract: Crystalline polymorph forms of neurotrophic agent 2,2,2-trifluoroacetic acid 1-(2,4-Dimethylphenyl)-2-[(3-methoxyphenyl)methylene]hydrazide (J147), and process for producing the crystalline polymorphic form are provided.

Abstract: An irrigation filter system and method is provided. The system may have a body and a filtration subsystem and may separate fluid from detritus carried by the fluid. The fluid may be released onto a crop, while the detritus is collected by the filtration subsystem. A drain fixture may be operated to release the detritus from the irrigation filter system in response to at least one of the pressure of the fluid flowing in the system and gravity. In this manner, the detritus may be released without requiring the system to be shut down and/or disassembled.

Abstract: The present invention pertains to a radial flow adsorption vessel comprising a cylindrical outer shell and at least one cylindrical porous wall disposed co-axially inside the shell, wherein inside the shell one or more fluid permeable screens are rigidly connected to the at least one cylindrical porous wall, by a multitude of separate standoff elements so that the screen has a cylindrical shape co-axial to the shell, and to an adsorption process using the radial flow adsorption vessel.

Abstract: Crystalline polymorph forms of neurotrophic agent 2,2,2-trifluoroacetic acid 1-(2,4-Dimethylphenyl)-2-[(3-methoxyphenyl)methylene]hydrazide (J147), and process for producing the crystalline polymorphic form are provided.

Abstract: The present disclosure relates to salts of the compound: polymorphic forms thereof, methods for preparation and use thereof, and pharmaceutical compositions thereof.

Abstract: The present invention relates to deep learning for automated assessment of malignancy of lesions. According to a first aspect, there is provided a computer-aided method of malignancy assessment of lesions, the method comprising the steps of: receiving input data; performing a first analysis on the input data to identify one or more lesions, generating a probability map for the one or more lesions from the input data; performing a second analysis on the input data to obtain a malignancy probability mask for the input data; and generating an overlay for the input data by combining the lesion probability map with the malignancy probability mask.

Abstract: A distributed control system for a vehicle includes one or more processors and one or more memory devices storing computer-readable instructions that, when executed by the one or more processors, cause the one or more processors to perform operations. The operations comprise obtaining an instance of shared data for a control system of the vehicle from each of at least three separate nodes of the distributed control system. The shared data may include configuration or health data for the control system or the vehicle itself. The operations include comparing the at least three instances of shared data; detecting a shared data inconsistency amongst the at least three instances; and generating a control action associated with resolving the shared data inconsistency.

Abstract: An irrigation filter system and method is provided. The system may have a body and a filtration subsystem and may separate fluid from detritus carried by the fluid. The fluid may be released onto a crop, while the detritus is collected by the filtration subsystem. A drain fixture may be operated to release the detritus from the irrigation filter system in response to at least one of the pressure of the fluid flowing in the system and gravity. In this manner, the detritus may be released without requiring the system to be shut down and/or disassembled.