baber/WOPTO huggingface dataset:
Patent KR-20220042598-A (KR)
Inventor: KIM KANG SAN
IPC: H04N21/466
Filed: 2020-09-28
Abstract: The present invention relates to a future interaction prediction-based personalized recommendation method and system to recommend content with high accuracy to each user. According to the present invention, the future interaction prediction-based personalized recommendation system comprises: a memory storing metadata of a user and content and interaction information between the user and the content; and at least one processor configured to be connected to the memory to form a neural network which inputs the metadata of the user and content and interaction information between the user and the content to train a prediction model, loads a user embedding corresponding to a predetermined user ID, estimates an embedding at the current time of a predetermined user, predicts the next interaction embedding of the predetermined user on the basis of the estimated embedding at the current time of the predetermined user and the learned predictive model, calculates similarity between the predicted next interaction embedding of the predetermined user and all learned content embeddings, and returns a predetermined number of content similar to the predicted predetermined user's next interaction embedding among all the learned content embeddings.
Patent KR-20210042249-A (KR)
Title: Optical film, process for producing the optical film, and polarizing plate
Inventor: KASAHARA KENZO
IPC: B29C41/24
Filed: 2020-10-06
Abstract: An objective of the present invention is to provide an optical film having excellent durability against a cold/heat cycle, a manufacturing method thereof and a polarized plate. The optical film of the present invention is an optical film containing acrylic resin (A), elastic body particles (B) and resin (C) different from the acrylic resin (A). The acrylic resin (A) is a main component, has an N-substituted maleimide as a composition unit, and has a weight-average molecular weight of no less than 300,000. The elastic body particles (B) have an average particle diameter of within 50 to 500 nm, and its content is within 5 to 25 mass%. The resin (C) is an acetyl cellulose or cyclo olefin polymer having a substitution degree of no less than 2.70, and its content satisfies a specific formula (1).
Patent KR-20220045770-A (KR)
Title: Welding torch nozzle and welding robot
Inventor: DOHYUNG JEON
IPC: B23K9/16
Filed: 2020-10-06
Abstract: Disclosed is a welding torch nozzle and a welding robot having a simple structure to easily remove spatter deposited on an inner wall of a nozzle. According to the present invention, the welding torch nozzle comprises: a main body formed of a cylindrical body through which the inside is penetrated, and a plurality of slots formed through a circumferential surface; and a scraper fastened to the slot to move along a path formed by the slot in order to remove spatter adhered and deposited on an inner circumferential surface of the main body.
Patent KR-20220046734-A (KR)
Title: method and apparatus for detecting potential dangerous living being or abnormal state by using video image
Inventor: CHOI JIN KWAN
IPC: G08B5/22
Filed: 2020-10-07
Abstract: A method and device for detecting a potential dangerous living being or abnormal state by using a video image are described. The described method comprises the steps of: acquiring a video image from a moving subject; measuring a vibration parameter of the subject from the video image; generating a biosignal image based on the vibration parameter; processing the biosignal image and generating, from the subject, a psychophysiological parameter for an abnormal reactivity according to a change in the position of a specific part of the subject; and evaluating the abnormal reactivity of the subject using the parameter.
Patent KR-20220047704-A (KR)
Inventor: JOO JA HOON
IPC: H04M1/725
Filed: 2020-10-10
Abstract: The present invention relates to an automatic scroll system of a mobile communication terminal. The automatic scroll system of the mobile communication terminal checks whether it is possible to be used, measures an automatic scroll range of the mobile communication terminal and executes the automatic scroll, adjusts a speed of the automatic scroll of the mobile communication terminal, and ends and removes the scroll. According to the present invention, the automatic scroll system of the mobile communication terminal has an advantage of minimizing physical movement compared to when physically scrolling. In addition, the present invention has an advantage that users can make use of the scroll using their own speed.
Patent KR-20220052033-A (KR)
Inventor: KANG JOONHYUN
IPC: G01N29/24
Filed: 2020-10-20
Abstract: The present invention relates to a photoacoustic gas sensor which is able to detect the presence or absence of gas by using interactions between a laser beam and a gas molecule. According to an embodiment of the present invention, the photoacoustic gas sensor comprises: a light output unit; a lens unit for concentrating the laser beam outputted from the light output unit; and a photoacoustic detection unit having a quartz tuning fork aligned on the lens unit and converting, into an electric signal, the vibration generated when the laser beam penetrating the lens unit interacts with the gas molecule. According to such a structure, components are vertically aligned on a semiconductor chip, so a smaller volume is occupied than that of the existing photoacoustic gas sensor, and after the components are aligned in the manufacturing step, the components do not need to be aligned again.
Patent KR-20210053206-A (KR)
Title: Ion implanter and beam profiler
Inventor: DAVID EDWARD POTKINS
IPC: H01J37/317
Filed: 2020-10-22
Abstract: The present invention relates to an ion injection apparatus capable of measuring a beam current distribution of an ion beam with good precision and a beam profiler thereof. According to the present invention, the beam profiler (50) comprises: an aperture array including a first aperture (111) and a second aperture (112); a cup electrode array (120) fixedly disposed with respect to the aperture array; and a plurality of magnet (140). The second aperture (112) has a shape different from that of the first aperture (111) when viewed in the traveling direction of an ion beam. The cup electrode array (120) includes a first cup electrode (121) disposed so that a first beam portion (IB_1) is incident through a first cavity (131) from the first aperture (111) and a second cup electrode (122) disposed so that a second beam portion (IB_2) is incident from the second aperture (112) through a second cavity (132). The plurality of magnets (140) apply magnetic fields to the first cavity (131) and the second cavity (132) along an in-plane direction in a plane orthogonal to the traveling direction of the ion beam.
Patent KR-20220053209-A (KR)
Inventor: NAM YUN YOUNG
IPC: A61B3/08
Filed: 2020-10-22
Abstract: Disclosed are an apparatus and method for measuring a strabismic angle for assistance in a diagnosis of strabismus, in which both eyes of a strabismus patient are photographed independently to calculate the strabismic angle. According to one aspect of the present invention, the apparatus for measuring a strabismic angle for assistance in a diagnosis of strabismus comprises: a gaze target unit for displaying a target and guiding a patient's gaze; an eyeball movement photographing unit for photographing eyeball movements of the patient staring at the target; a gaze-covering occluder for blocking the gaze of the patient staring at the target intermittently according to preset conditions and time intervals alternately between the left and right eyes of the patient; a strabismus determination unit for determining whether there is strabismus based on the eyeball movements of the patient, wherein the strabismus determination unit determines whether there is strabismus by comprehensively assessing movements of the pupils of both eyes of the patient following movements of the target and a movement of the pupil of one eye when the gaze of the patient is blocked with the other eye; and a strabismic angle measurement unit for obtaining an angle between a direction of the pupil and a forward direction of the patient for both eyes of the patient if it is determined that the patient has strabismus by the strabismus determination unit, and measuring a strabismic angle of the patient determined as strabismus by comparing the difference between the viewing angle of one eye of the patient and the viewing angle of the other eye of the patient.
Patent KR-20220002036-A (KR)
Title: Transparent mask with visible mouth
Inventor: KIM NAM HOON
IPC: A62B18/02
Filed: 2020-10-27
Abstract: According to the present invention, an anti-fog mask comprises: a mask body having an opening on a front surface thereof; and an anti-fog transparent film covering the opening. The anti-fog transparent film comprises a film base material, an anti-fog layer, and an antibacterial coating layer. The anti-fog layer is made by mixing and polymerizing a first urethane acrylate oligomer, which is polymerized by including a first acrylic hydrophilic monomer, a second urethane acrylate oligomer, a second hydrophilic monomer, glycol acrylate and an initiator.
Patent KR-20220055794-A (KR)
Inventor: OH YONG HO
IPC: G02B5/20
Filed: 2020-10-27
Abstract: The present invention relates to an infrared transmission photosensitive resin composition and an infrared transmission filter, in which the infrared transmission photosensitive resin composition includes: (A) a coloring material; (B) an alkali-soluble resin; (C) a photopolymerizable compound; (D) a photopolymerization initiator; and (E) a solvent, wherein the coloring material includes a black pigment, a phthalocyanine-based pigment, and a near-infrared dye. Accordingly, an infrared transmission filter having a very low transmittance in a visible light region and having a high transmittance in a specific infrared region is formed, so that the infrared transmission filter is used in an image sensor for obtaining an image with excellent image quality even in a place where an amount of light is insufficient.
Patent KR-20210057665-A (KR)
Title: Imprint apparatus and control method of imprint apparatus
Inventor: KOBAYASHI KENICHI
IPC: G03F7/16
Filed: 2020-10-30
Abstract: An imprinting apparatus includes: a discharging device for discharging a discharging material; and a substrate stage for moving the substrate in a first direction and in a second direction intersecting the first direction. The imprinting apparatus causes the discharging device to discharge the discharging material to the substrate while moving the substrate stage. When discharging the discharging material to a second field adjacent to a first field in succession to discharging to the first field in the first direction, the discharging apparatus receives a discharging start signal for the second field, and determines the discharging start timing of the second field before discharging operation of the first field is completed.
Patent KR-20220058004-A (KR)
Inventor: LEE HYUN SEONG
IPC: B65D83/00
Filed: 2020-10-30
Abstract: The present invention relates to a temperature retention case for preventing lipstick damage. A lipstick body prevents damage due to temperature to a lipstick, and by enabling a case lid to prevent damage due to the temperature and foreign substances to a lipstick, the present invention solves the existing problem of lipstick being damaged in places with high or low ambient temperatures, by solving the problem of lipstick being damaged in places with high or low ambient temperatures. The present invention comprises: a lipstick body made of a material having a heat dissipation effect so as to prevent damage to a lipstick due to temperature in a lipstick case; a case lid formed to be inserted into the body using a material with a heat dissipation effect to prevent damage due to temperature and foreign substances to a lipstick; and a driving part having a part to which the lipstick can be inserted so that the length of the lipstick can be adjusted, and formed in the shape of a screw thread on an outside. Accordingly, the lipstick body prevents damage due to temperature to a lipstick, and by enabling the case lid to prevent damage due to the temperature and foreign substances to a lipstick, the present invention solves the existing problem of lipstick being damaged in places with high or low ambient temperatures, by solving the problem of lipstick being damaged in places with high or low ambient temperatures.
Patent KR-20220058993-A (KR)
Title: E-book production service method and program
Inventor: KIM CHAE JIN
IPC: G06V10/10
Filed: 2020-11-02
Abstract: The present invention relates to a method for an electronic book production service comprising: a step of obtaining the input information by photographing an input paper on which the appreciation information for a target book is recorded with an optical device; a step of transmitting the input information to a production device through a communication network; a step of collecting and storing the transmitted input information in the production device; and a step of repeating the above steps n number of times to generate and provide one electronic book file based on the input information accumulated in the production device. Therefore, the present invention is capable of simply and conveniently being published as the electronic book.
Patent KR-20220061527-A (KR)
Title: System for unmanned exchange
Inventor: KWON BONG KYUN
IPC: G07F19/00
Filed: 2020-11-06
Abstract: The present invention relates to an unmanned currency exchange system. The unmanned currency exchange system includes: an unmanned currency exchange server providing module which is configured to provide an unmanned currency exchange server to a service provider who desires to provide an unmanned currency exchange service to a user; an unmanned currency exchange kiosk matching module which is configured to match the unmanned currency exchange server with an unmanned currency exchange kiosk; a currency exchange request information delivery module which is configured to receive currency exchange request information from the service provider and transmit the currency exchange request information to the unmanned currency exchange server; and an unmanned currency exchange kiosk which is configured to provide the unmanned currency exchange service to the user.
Patent KR-20220064765-A (KR)
Title: Method for authenticating a user and electronic device thereof
Inventor: MINCHUL KIM
IPC: G06F3/0487
Filed: 2020-11-12
Abstract: An electronic device, which can enhance user experience, according to the present disclosure includes a camera, a display, and at least one processor operatively connected to the camera and the display, wherein the at least one processor may run an application that can operate in a security state, acquire an image corresponding to a face of a user through the camera, attempt authentication of the user based on the acquired image, display a first user interface (UI) indicating that the authentication of the user is being performed through the display during the authentication of the user, determine an authentication maintenance time based on a specified parameter, and release the security state during the determined authentication maintenance time when the authentication of the user is successful. In addition, various embodiments recognized through the specification are possible.
Patent KR-20220070609-A (KR)
Inventor: JUNG SUNG JAE
IPC: F24B1/20
Filed: 2020-11-23
Abstract: The present invention relates to a lightweight fire pit for camping, which can be easily carried, can be formed using light poles and a mesh, thereby being easily carried and used even during camping on foot or by bicycle rather than camping using a car, can use a mesh made of heat-resistant steel (FCHW2) rather than a stainless steel panel used in general fire pits, thereby having no risk of shape deformation even after being exposed to heat for a long time, has a plurality of through holes formed in the mesh itself, thereby continuously supplying air required for combustion, and enabling post-cleaning by being simply shaken, and can be assembled by only inserting or mounting parts without using separate tools so that even females, children and the like can easily assemble and disassemble the lightweight fire pit. The lightweight fire pit comprises: coupling ring members; a plurality of pole members inserted into the coupling ring members to cross each other around the coupling ring members, and spaced apart from each other at intervals at which the pole members can stand on the ground; and a mesh member connected in an inward concave shape by clip members to accommodate combustion materials, and having apex portions inserted and fixed to the upper ends of the pole members.
Patent KR-20220070615-A (KR)
Title: Manufacturing method of electrode for all solid state battery with improved adhesion property
Inventor: KWON TAE YOUNG
IPC: H01M4/04
Filed: 2020-11-23
Abstract: The present invention relates to a method for manufacturing an electrode for an all-solid-state battery having improved adhesion. The method includes the steps of: forming an adhesive layer by applying a binder solution containing a first binder on a substrate; forming an active material layer by applying an electrode solution containing an electrode active material and a second binder on an undried adhesive layer; and drying the adhesive layer and the active material layer.
Patent KR-20220075246-A (KR)
Title: 부분적 발열기능을 가지는 오토 모빌리티
Inventor: SEO JEE HOON
IPC: B60K7/00
Filed: 2020-11-27
Abstract: 오토 모빌리티는 제1 부품, 제2 부품, 힌지, 복수의 바퀴들, 전기모터, 발열모듈, 배터리 모듈, 및 제어회로를 포함한다. 상기 제2 부품은 상기 제1 부품의 외측에 배치되고, 상기 제1 부품과 함께 제품의 최외곽면을 형성한다. 상기 힌지는 상기 제1 부품과 상기 제2 부품을 연결한다. 상기 전기모터는 상기 복수의 바퀴들에 동력을 전달한다. 상기 발열모듈은 상기 제1 부품 및 상기 제2 부품 중 적어도 어느 하나에 인접하게 배치되는 발열체를 포함하고, 상기 발열체는 상기 제1 부품 및 상기 제2 부품 중 상기 적어도 어느 하나를 부분적으로 가열한다. 상기 배터리 모듈은 상기 전기모터 및 상기 발열모듈에 전력을 제공한다. 상기 제어회로는 상기 전기모터, 상기 발열모듈, 및 상기 배터리 모듈 중 적어도 어느 하나를 제어한다.
Patent KR-20210069599-A (KR)
Title: Method for developing meta-gene based on non-negative matrix factorization and applications thereof
Inventor: KOH YOUNGIL
IPC: G16B5/00
Filed: 2020-12-03
Abstract: The present invention relates to a non-negative matrix factorization (NMF)-based metagene screening method and an application thereof and, more specifically, to a disease-related metagene generating method using NMF and domain knowledge, a generating device, and a non-genetic data predicting method of a subject using the same. A metagene generated according to the method of the present invention using domain knowledge and NMF technique can provide accurate information related to disease diagnosis, prognosis prediction, drug reactivity prediction, etc so as to have very high potential for use as a new biomarker.
Patent KR-20220082640-A (KR)
Title: 공사현장의 작업환경에 따른 작업일정 관리 방법
Inventor: CHOI SUNG JONG
IPC: G06Q10/10
Filed: 2020-12-10
Abstract: 본 발명은, 공사현장의 작업환경에 따라, 작업자에게 제공된 작업일정을 관리하는 방법으로서, 관리서버가 공사현장에 설치된 센싱장치로부터, 센싱장치가 수집한 상기 공사현장의 환경상태에 관한 측정값인 작업환경정보를 수신하는 (a) 단계; 상기 관리서버가 상기 작업환경정보와, 기설정한 상기 공사현장의 작업환경단계에 대한 기준환경정보를 비교하여, 상기 작업환경정보에 따른 측정값이 상기 기준환경정보에 따른 작업환경단계 중 어느 단계에 속하는지 판단하여, 상기 공사현장의 작업환경단계에 대한 판단정보를 생성하는 (b) 단계; 상기 관리서버가 상기 판단정보에 따라 상기 작업자에게 제공된 작업일정에 관한 작업일정정보를 수정하여, 수정된 작업일정에 관한 수정작업일정정보를 생성하는 (c) 단계; 상기 관리서버가 생성한 상기 수정작업일정정보를 상기 작업자가 소지한 작업자단말기로 전송하는 (d) 단계;를 포함하는 것을 특징으로 하는 공사현장의 작업환경에 따른 작업일정 관리 방법을 제공하는 것을 목적으로 한다. 
상기와 같은 본 발명에 따르면, 공사현장에 설치된 센싱장치로부터 공사현장에 대한 환경상태를 측정하고, 측정한 공사현장의 환경상태에 따라 작업자의 작업일정을 수정함으로써, 공사현장 작업자들의 작업 안전을 보장하고, 작업 능률을 향상시킬 수 있는 효과가 있다. 
또한, 공사현장에 설치하는 센서장치가 모듈화되어 설치 환경에 따라 다양한 형태로 구성이 가능하게 구비됨으로써, 다양한 작업환경에 작업일정 관리 방법을 도입할 수 있는 효과가 있다.
Patent KR-20220083935-A (KR)
Title: 표시 장치
Inventor: LEE SE HYUN
IPC: H01L25/075
Filed: 2020-12-11
Abstract: 본 발명은 표시 장치에 관한 것이다. 일 실시예에 따른 표시 장치는 제1 기판 상에 제1 방향으로 연장되며, 서로 이격되어 배치된 복수의 제1 뱅크들, 상기 제1 방향으로 연장되며, 서로 다른 상기 제1 뱅크 상에 서로 이격되어 배치된 제1 전극과 제2 전극, 상기 제1 전극, 상기 제2 전극 및 상기 복수의 제1 뱅크들을 덮는 제1 절연층, 상기 제1 절연층 상에서 상기 제1 방향과 교차하는 제2 방향으로 연장되고, 서로 이격되어 배치된 복수의 제1 패턴들, 및 상기 복수의 제1 패턴들 중 서로 이웃하는 상기 제1 패턴들 사이에 배치되며, 상기 제1 절연층 상에서 양 단부가 각각 상기 제1 전극과 상기 제2 전극 상에 배치된 복수의 발광 소자들을 포함하며, 상기 제1 패턴의 높이는 상기 발광 소자의 지름보다 클 수 있다.
Patent KR-20220086400-A (KR)
Inventor: JUNG HWE CHUL
IPC: A61Q19/08
Filed: 2020-12-16
Abstract: 본 발명은 이화주 부산물을 유효성분으로 포함하는 피부 미백 또는 재생용 화장료 조성물 및 식품 조성물에 관한 것이다. 
본 발명의 조성물은 전통주인 이화주의 부산물인 술지게미와 앙금을 포함하는 것으로, 상기 조성물은 유기산 함량이 풍부하며, 멜라닌 발현을 억제하고 콜라겐 생성을 촉진함으로써 피부 미백 및 피부 재생 용도로 활용될 수 있다.
Patent KR-20220088164-A (KR)
Title: 이산화탄소 배출 기능을 구비하는 공기 정화 장치 및 공기 정화 방법
Inventor: LEE JONGWON
IPC: B01D46/00
Filed: 2020-12-18
Abstract: 본 발명은 이산화탄소 배출 기능을 구비하는 공기 정화 장치 및 공기 정화 방법에 관한 발명이다. 본 발명의 일 실시예에 따른 이산화탄소 배출 기능을 구비하는 공기 정화 장치는 외부 공기가 유입되는 유입부 및 정화된 공기가 배출되는 제1 배출부를 구비하는 본체, 상기 본체의 일측에 배치되는 공기 정화부, 상기 본체의 타측에 배치되는 이산화탄소 제거부 및 외부 공기를 상기 유입부를 통해 상기 공기 정화부로 유입시켜 상기 이산화탄소 제거부로 이동시키는 공기 유동부를 포함할 수 있다.
Patent KR-20220090980-A (KR)
Inventor: IM JUN SIK
IPC: G01D3/08
Filed: 2020-12-23
Abstract: 철도 차량의 도어의 결함을 진단하고 남은 수명을 계산하는 방법 및 장치가 개시된다. 상기 방법은 도어의 진단을 위한 상태값을 설정하는 단계; 도어의 진단을 위한 인덱스의 데이터베이스를 구축하는 단계; 검출된 인덱스를 기준 인덱스와 비교하는 단계; 그리고 검출된 인덱스가 데이터베이스 내 기준 인덱스보다 크면, 도어의 고장 코드를 저장하는 단계를 포함하고, 도어의 진단을 위한 인덱스의 데이터베이스를 구축하는 단계는 도어가 열린 후 닫히는 한 주기 동안 도어를 작동시키는 구동 모터에 인가되는 전류를 측정하는 단계; 상기 한 주기 내의 특정 시간 영역에서 구동 모터에 인가되는 전류의 m제곱의 시간에 대한 적분값을 상태값으로 저장하는 단계; 그리고 상기 상태값을 가공하여 인덱스와 기준 인덱스를 계산하는 단계를 포함할 수 있다. 여기서, m은 1 이상의 정수이다.
Patent KR-20220091226-A (KR)
Title: 나노선을 이용한 포토디텍터 및 그의 제조방법
Inventor: PARK SUNG JIN
IPC: H01L31/0328
Filed: 2020-12-23
Abstract: 본 발명은 나노선을 이용한 포토디텍터를 개시하며, 상기 포토디텍터는 기판과, 상기 기판의 상측에 배치되고 하나 이상의 나노선으로 구성되며 조사되는 빛에 따라 광전효과를 발생하는 나노선층과, 상기 기판의 상면에 각각 배치되고 상기 나노선층의 양단에 각각 연결된 한 쌍의 컨택전극층을 포함하고, 상기 나노선층은 상기 나노선층의 양단 부위가 상기 한 쌍의 컨택전극층에 의해 각각 지지됨으로써 상기 기판과 접촉됨이 없이 상기 기판으로부터 상측으로 이격되며 현가된다. 본 발명에서 상기 나노선은 III-V족 화합물 조성으로 되고, InAs 조성임이 바람직하다.
Patent KR-20220094523-A (KR)
Title: Solar power generation forecasting system for participation in the photovoltaic power generation brokerage market
Inventor: KIM SANG JIN
IPC: G06N20/00
Filed: 2020-12-29
Abstract: Disclosed is a solar power generation prediction system for participation in solar power generation brokerage market. The solar power generation amount prediction system of the present invention includes: an API calling unit that calls corresponding data to a remote weather server to acquire observed synoptic weather data and wide-area weather data observed in a specific area to determine the state of the atmosphere at a predetermined time; a surrounding weather data receiving unit for receiving surrounding weather data obtained by measuring weather information around a solar panel by a smart measuring device installed adjacent to the solar panel at regular time intervals; a sky image receiving unit that receives sky image data obtained by taking an aerial image of the solar panel by a skycam camera installed adjacent to the solar panel at regular time intervals; a photovoltaic power generation data receiving unit for receiving photovoltaic power generation data generated by the solar panel at regular time intervals; and a server unit equipped with a solar power generation prediction algorithm that predicts solar power generation at a specific future time point by using synoptic weather data, wide-area weather data, surrounding weather data, sky image data, and solar power generation data. More accurate solar prediction information can be provided to participants.
Patent KR-20200019227-A (KR)
Title: NSCLC에서의 치료법에 대한 반응을 모니터링하기 위한 혈장 중 PD-L1 및 ERCC1의 무세포 순환 RNA(cfRNA) 발현의 용도(USE OF CELL-FREE CIRCULATING RNA (cfRNA) EXPRESSION OF PD-L1 AND ERCC1 IN PLASMA TO MONITOR RESPONSE TO THERAPY IN NSCLC)
Inventor: DANENBERG KATHLEEN
IPC: C12Q1/68
Filed: 2018-06-19
Abstract: ERCC1 cfRNA의 정량적 수준이 백금계 약물로의 치료를 받는 환자에서 암의 질병 상태에 대한 임상 반응을 모니터링/예측하기 위해 사용된다. 가장 전형적으로, 암은 NSCLC이며 환자는 백금계 약물로 치료받는다. 치료에 면역 체크포인트 억제제가 또한 포함되는 경우, PD-L1 cfRNA가 치료 결과를 추가 예측하기 위해 정량될 수 있다.