Abstract: A method of adaptive digital treatment based on a phenotype of a user and an apparatus for performing the method can include receiving, by an apparatus for phenotype-based digital treatment, data related to a biomarker of a user; determining, by the apparatus for phenotype-based digital treatment, a phenotype of the user based on the biomarker, and performing, by the apparatus for phenotype-based digital treatment, digital treatment based on the phenotype.

Abstract: A multifunctional biobased waterborne polyurethane composition includes, based on 100 parts by weight of the polyurethane composition, 40 to 50 parts by weight of a polyol, 34 to 42 parts by weight of an isocyanate, 8 to 14 parts by weight of a chain extender, 0.03 to 0.12 parts by weight of a catalyst, and 0.005 to 0.02 parts by weight of a neutralizing agent.

Abstract: A method of generating a customized digital therapeutic on the basis of multi-source data analysis and an apparatus for performing the same can include receiving, by a digital therapeutic generation device, user data and generating, by the digital therapeutic generation device, a digital therapeutic personalized for a user on the basis of the user data.

Abstract: A method of disease management using voice data and an apparatus for performing the method can including receiving, by a voice based disease management device, user's voice data. The method and apparatus can also include generating, by the voice based disease management device, disease management data based on the voice data. Optionally, the step of generating disease management data can include extracting context data and out-of-context data based on the voice data.

Abstract: A method of managing a medication prescription and dosage on the basis of a biomarker and an apparatus for performing the same can include receiving, by a prescription management device, user data and generating, by the prescription management device, prescription data on the basis of the user data.

Abstract: A method of patient reporting based on a voice using artificial intelligence (AI) and an apparatus for performing the method can include receiving, by a patient analysis device, patient analysis basic information, and generating, by the patient analysis device, report basic information based on the patient analysis basic information. the method and apparatus can also include generating, by a patient report generation device, a patient report based on the report basic information.

Abstract: A predictive analysis method for disease progression monitoring and management and an apparatus for performing the method can include receiving, by a disease management device, user data and generating, by the disease management device, user disease management data based on the user data. The disease management data can include disease prediction data for a user or disease monitoring data for the user.

Abstract: A method of developing a digital therapy solution through a modular digital therapy framework and an apparatus using the method can include receiving, by a digital therapy solution generator, digital therapy solution data; and generating, by the digital therapy solution generator, a digital therapy solution based on the digital therapy solution data.

Abstract: Disclosed herein are an outer product-based matrix-vector multiplication operation apparatus and a method using the same. The outer product-based matrix-vector multiplication operation apparatus includes internal calculators, each configured to generate an accumulated value by performing a Multiply-Accumulation (MAC) operation, an internal data transmission path configured to simultaneously provide a vector element to two or more internal calculators, and at least one multiplexer configured to select any one of the vector element and a vector of a matrix, wherein a first input port of each of the internal calculators is connected to one of vectors of the matrix and a second input port of each of the internal calculators is connected to the vector element.

Abstract: The present disclosure relates to a cleaning agent composition for a substrate for a semiconductor device and a method for cleaning a substrate for a semiconductor device using the same. The cleaning agent composition contains a silicon-based compound represented by Formula 1 and an aprotic organic solvent with a dielectric constant of 10 or less, which can form a surface protective film capable of preventing collapse of the pattern even in a wet cleaning process of fine patterns with high aspect ratios, thereby providing a method for manufacturing a semiconductor device with an improved semiconductor manufacturing yield.

Abstract: Provided is a vaccine composition for preventing respiratory syncytial virus (RSV) infection, which is in the form of a liposome formulation including a RSV antigen, monophosphoryl lipid A (MLA), and/or a cobalt-porphyrin-phospholipid (CoPoP) conjugate. The vaccine composition exhibits excellent vaccine efficacy from a RSV antigen with enhanced immunogenicity and a combination of immune adjuvants for enhancing immune activity and antigen presentation.

Abstract: Disclosed herein is an Artificial Intelligence (AI) processor. The AI processor includes multiple NVM AI cores for respectively performing basic unit operations required for a deep-learning operation based on data stored in NVM; SRAM for storing at least some of the results of the basic unit operations; and an AI core for performing an accumulation operation on the results of the basic unit operation.

Abstract: Disclosed herein is an Artificial Intelligence (AI) processor. The AI processor includes multiple NVM AI cores for respectively performing basic unit operations required for a deep-learning operation based on data stored in NVM; SRAM for storing at least some of the results of the basic unit operations; and an AI core for performing an accumulation operation on the results of the basic unit operation.

Abstract: Disclosed herein are an apparatus and method for a multiplication operation based on an outer product. The apparatus may include first internal calculators, each of which generates an intermediate accumulation value by performing a Multiply-Accumulate (MAC) operation, second internal calculators, each of which generates a chunking accumulation value using the intermediate accumulation value, and accumulation data transmission paths for enabling the output of any one of the first internal calculators to be input to any one of the second internal calculators.

Abstract: A display device includes first pixels partitioned into a plurality of blocks, each of the plurality of blocks being categorized as a first block or a second block, a sensor configured to generate first sensing data for at least two of the first pixels in each of the plurality of blocks during a first period, and a sensing controller configured to generate interpolated data for the first pixels that are not sensed by the sensor by interpolating the first sensing data, for the first block, and configured to forgo interpolation of the first sensing data, for the second block. The sensor generates second sensing data for the first pixels that are not sensed by the sensor, for the second block, during a second period after the first period.

Abstract: Disclosed herein is a method for outer-product-based matrix multiplication for a floating-point data type includes receiving first floating-point data and second floating-point data and performing matrix multiplication on the first floating-point data and the second floating-point data, and the result value of the matrix multiplication is calculated based on the suboperation result values of floating-point units.

Abstract: The present disclosure provides a heating unit capable of using a bush with holes and a substrate treating apparatus including the same. An apparatus for treating a substrate, includes a heating unit including a heating plate and configured to heat the substrate, a cooling unit configured to cool the substrate, and a transfer unit configured to move the substrate to the heating unit or the cooling unit, wherein the heating plate includes a first plate configured to provide a seating surface to the substrate, and a second plate disposed under the first plate and installed internally with heater(s) and bush(es), and wherein the bush has a hollow configured to provide a lift pin with a space of movement for allowing the lift pin to be elevated or lowered, and includes a plurality of holes formed to extend from the hollow in an outward direction.

Abstract: The present invention relates to a stripper composition for removing a photoresist in a process of manufacturing a semiconductor device. According to the present invention, it is possible to prevent corrosion of the underlying film while improving the peeling force for the photoresist, and to improve the stability of the composition over time.

Abstract: A magnesium alloy sheet according to an embodiment of the present invention includes greater than 3 wt % and less than or equal to 5 wt % of Al, 0.5 wt % to 1.5 wt % of Zn, 0.1 wt % to 0.5 wt % of Mn, 0.001 wt % to 0.01 wt % of B, 0.1 wt % to 0.5 wt % of Y, a balance amount of magnesium, and other inevitable impurities on the basis of a total of 100 wt %.

Abstract: A display device includes first pixels partitioned into a plurality of blocks, each of the plurality of blocks being categorized as a first block or a second block, a sensor configured to generate first sensing data for at least two of the first pixels in each of the plurality of blocks during a first period, and a sensing controller configured to generate interpolated data for the first pixels that are not sensed by the sensor by interpolating the first sensing data, for the first block, and configured to forgo interpolation of the first sensing data, for the second block. The sensor generates second sensing data for the first pixels that are not sensed by the sensor, for the second block, during a second period after the first period.