Abstract: A method for determining mediators on the association between adverse childhood experiences and suicidal ideation of older adults according to an embodiment of the present disclosure, which is a method for determining mediators on the association between adverse childhood experiences of older adults, as an independent variable, and suicidal ideation, as a dependent variable, may include a data measurement step of measuring data for adverse childhood experiences, suicidal ideation, mental health mediators, physical health mediators, social relationship mediators, and covariates; and a statistical analysis step of estimating adjusted effects and crude effects of the mental health mediators, physical health mediators, and social relationship mediators on the suicidal ideation using a logistic-regression analysis and analyzing three path models respectively using mental health mediators, physical health mediators, and social relationship mediators, which are sets of multiple mediators.

Abstract: The present disclosure relates to an aluminum-based plated steel that is provided for vehicles by hot forming, an aluminum-based alloy plated steel manufactured using the same, and method of manufacturing thereof.

Abstract: Disclosed herein is an apparatus and method for searching for a neural network architecture. The apparatus calculates operator selection probability variables for respective layers based on candidate operators included in the respective layers in a supernet learning framework in which multiple layers are sequentially connected, calculates the result values of the multiple layers based on the operator selection probability variables, and selects any one of the candidate operators included in the multiple layers based on the result values.

Abstract: A direct water purifier includes a first filter for filtering water introduced through a first flow path; a second filter for receiving the water supplied from the first filter through a second flow path and filtering the same; a first valve disposed in the second flow path to control water flow; a pump disposed in the second flow path to supply water having a predetermined hydraulic pressure or higher to the second filter; a third filter for receiving the water supplied from the second filter through a third flow path and filtering the same; a heating part for receiving the water supplied from the third filter and heating the same to a predetermined temperature; and a flushing valve disposed in a flushing flow path through which concentrated water is discharged from the second filter, wherein the flushing valve is opened during operation of the heating part.

Abstract: A water purifier capable of stably discharging residual water from an extraction unit is disclosed. The water purifier (100) comprises: a filter unit (110) having a reverse osmosis membrane filter (113) for filtering incoming water; an extraction unit (160) for providing purified water filtered by the filter unit (110) to a user; and a residual water drainage unit (150) configured to drain, through the reverse osmosis membrane filter (113), residual water remaining in the extraction unit (160), by using an osmotic phenomenon of the reverse osmosis membrane filter (113) after completion of the extraction through the extraction unit (160).

Abstract: A dryer appliance and sensor assembly are provided. The sensor assembly may include a sensor housing, an appliance sensor, a wireless transmission tag, and a generator. A magnet rail is statically affixed to a cabinet. The sensor housing may extend within a drum and define a compartment proximate a space for the receipt of clothes. The generator is positioned within the compartment. The drum positions the generator in operable communication with the magnet rail. The appliance sensor may be positioned on the sensor housing. The wireless transmission tag may be positioned within the compartment. The wireless transmission tag may be in communication with the appliance sensor. The wireless tag reader may be in operable communication with the wireless transmission tag.

Abstract: The invention provides compounds of Formula (I): as described herein, along with pharmaceutically acceptable salts, pharmaceutical compositions containing such compounds, and methods to use these compounds, salts and compositions for treating viral infections.

Abstract: The present invention relates to a syringe capable of removing residual pressure, the syringe comprising: a barrel (110) which is filled with a medicinal material therein and has a chemical liquid discharge hole (113c) at one end thereof; a plunger (120) which is inserted into the barrel (110), moves forward by means of pressurization, and enables discharging of a chemical liquid through the chemical liquid discharge hole (113c), and in which a coupling shaft (122) protrudes from a front pressurizing plate (121) toward the chemical liquid discharge hole (113c) by a predetermined length; a gasket coupling ring (130) which is coupled to a rear end of the coupling shaft (122); and a residual pressure removing gasket (140) which is coupled to the gasket coupling ring (130) so as to surround the coupling shaft (122) from the front, and removes residual pressure thereinside when the pressure applied by the plunger (120) is released thereby preventing additional leakage of the chemical liquid, wherein the gasket cou

Abstract: A method for preparing hydrogen gas includes a decomposition step, a first adsorption step, a second adsorption step, a first regeneration step, a third heat-exchange step, and a second regeneration step.

Abstract: Disclosed is a method for, preventing, ameliorating or treating dementia by administering a composition containing 2?-fucosyllactose. 2?-FL ameliorates brain damage caused by amyloid beta and neuroinflammation by suppressing or preventing accumulation of the amyloid beta, thus being highly effective in preventing, ameliorating and treating dementia.

Abstract: An apparatus and method for generating a neural network executable image are disclosed. The apparatus receives user requirements including a default neural network model and training result data for generating a neural network executable image required by a user, checks whether the default neural network model included in the user requirements is capable of being supported in a target system in which the neural network executable image is to be installed, converts the default neural network model into a neural network model executable in the target system, converts the training result data by reconfiguring the data format set of the training result data, and generates a neural network executable image by combining the converted neural network model and the converted training result data.

Abstract: A rear communication display device according to an embodiment of the disclosure includes an information display optical system outputting communication display information to at least one of a rear glass or a trunk garnish disposed at a rear of a vehicle, and a controller determining a display mode for rear communication of the vehicle and outputting rear communication display information corresponding to the display mode. The controller determines the display mode as one of a manual mode in which communication display information is output through a user operation, and an automatic mode in which communication display information is output by determining a driving situation using navigation and camera information.

Abstract: A plasma processing apparatus includes: a plasma chamber; a radio frequency (RF) power supply configured to generate plasma in the plasma chamber; an electromagnet configure to apply a magnetic field to the plasma; and a pulse current generator configured to provide a pulse current to the electromagnet, wherein each period of the pulse current includes a first section and a second section subsequent to the first section, and the pulse current generator is further configured to: provide, at the first section, the pulse current to the electromagnet in a first direction to generate the magnetic field, and provide, at the second section, the pulse current to the electromagnet in a second direction opposite to the first direction to reduce intensity of the magnetic field generated at the first section.

Abstract: A seat device with an exit assist function includes a seat cushion; a seat base plate configured to support a lower end of the seat cushion; an actuator unit configured to move the seat cushion; a weight sensor configured to detect a weight of an occupant; an exit assist button configured to provide an exit assist operation signal; and a controller configured to control the actuator unit. Upon receiving the exit assist operation signal, the controller receives weight data of the occupant from the weight sensor, sets an exit assist operation based on the weight data of the occupant, sets a control value of the actuator unit based on the set exit assist operation, and controls the seat cushion to move based on the control value of the actuator unit.

Abstract: This disclosure provides compounds of Formula (I) as described herein, along with pharmaceutically acceptable salts, pharmaceutical compositions containing such compounds, and methods to use these compounds, salts and compositions for treating viral infections.

Abstract: A packaging material according to the present invention comprises a polyhydroxyalkanoate (PHA) resin, which has excellent biodegradability and thermal adhesiveness, in an inner layer, and can also provide a security function due to having a light-shielding layer laminated on the rear surface. Accordingly, the biodegradable packaging material according to the present invention is manufactured as a security pack for a mobile device having a camera, and can be utilized in facilities or by organizations in which security must be maintained to prevent various exhibits, experimental equipment, documents, and the like from being leaked to the outside.

Abstract: An electronic cigarette in which, in a state where a cover part is separated from a body part, thereby exposing a cartridge part to the outside, a current flows toward the cartridge part when a user presses a button formed on the electronic cigarette, and thus gas may be generated, but, in a state where the cover part is coupled to the body part, thereby covering the cartridge part, the current is prevented from flowing toward the cartridge, and thus the problem where the gas is generated as a result of the current being supplied toward the cartridge part by the button being pressed against the intention of the user is prevented, electrical discharge of the electronic cigarette as a result of unnecessary power consumption is prevented, and the cartridge part may be sterilized for a predetermined time from the time point when the cover part is coupled to the body part.

Abstract: A display apparatus including a display and a supporter. The supporter being mounted on the display and configured to support the display and rotate the display module between a first position and a second position. The supporter including a drive motor, a first gear, and a detection sensor. The drive motor configured to supply a driving force to rotate the display. The first gear configured to rotate together with the display by receiving the driving force from the drive motor. The detection sensor configured to detect a rotation amount of a second gear configured to rotate in with the first gear.

Abstract: The present disclosure relates to an aluminum-based plated steel that is provided for vehicles by hot forming, an aluminum-based alloy plated steel manufactured using the same, and method of manufacturing thereof.

Abstract: Disclosed herein are an apparatus and method for developing a neural network application. The apparatus includes one or more processors and executable memory for storing at least one program executed by the one or more processors. The at least one program receives a target specification and an application specification including user requirements, searches for a neural network model corresponding to the target specification and the application specification in a database, builds an inference engine for performing a neural network operation used by the neural network model, and generates a target image for executing the neural network model to be suitable for a target device using the inference engine.