KR20230137869A - 기계 학습 보조 인지 평가 및 치료를 위한 시스템들 및 방법들 - Google Patents

기계 학습 보조 인지 평가 및 치료를 위한 시스템들 및 방법들 Download PDF

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Publication number
KR20230137869A
KR20230137869A KR1020237012990A KR20237012990A KR20230137869A KR 20230137869 A KR20230137869 A KR 20230137869A KR 1020237012990 A KR1020237012990 A KR 1020237012990A KR 20237012990 A KR20237012990 A KR 20237012990A KR 20230137869 A KR20230137869 A KR 20230137869A
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South Korea
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data
target patient
health data
health
various embodiments
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KR1020237012990A
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Korean (ko)
Inventor
알바로 파스칼-리온
윌리엄 수일라드-만다르
에밀리 로저스
제프 바콘
존 랭턴
칼 톰슨
데이비드 베이츠
씬 토바인
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리누스 헬스 인코포레이티드
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Publication of KR20230137869A publication Critical patent/KR20230137869A/ko
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KR1020237012990A 2020-09-25 2021-09-27 기계 학습 보조 인지 평가 및 치료를 위한 시스템들 및 방법들 Pending KR20230137869A (ko)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US202063083266P 2020-09-25 2020-09-25
US63/083,266 2020-09-25
PCT/US2021/052218 WO2022067189A1 (en) 2020-09-25 2021-09-27 Systems and methods for machine-learning-assisted cognitive evaluation and treatment

Publications (1)

Publication Number Publication Date
KR20230137869A true KR20230137869A (ko) 2023-10-05

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US (1) US20230255564A1 (https=)
EP (1) EP4216807A4 (https=)
JP (1) JP2023544550A (https=)
KR (1) KR20230137869A (https=)
CN (1) CN116829050A (https=)
AU (1) AU2021347379A1 (https=)
CA (1) CA3193776A1 (https=)
WO (1) WO2022067189A1 (https=)

Families Citing this family (58)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20250377726A1 (en) * 2020-02-04 2025-12-11 Blue Goji Llc Dual-Task Neurological Therapy with Adaptive Generative AI Content
WO2022217145A1 (en) * 2021-04-09 2022-10-13 Endocanna Health, Inc. Machine-learning based efficacy predictions based on genetic and biometric information
JP7581138B2 (ja) * 2021-07-02 2024-11-12 株式会社東芝 健康支援装置、健康支援方法及び健康支援プログラム
US20240021313A1 (en) * 2021-07-14 2024-01-18 Beacon Biosignals, Inc. System and a method for detecting and quantifying electroencephalographic biomarkers in alzheimer's disease
EP4413500A1 (en) * 2021-10-05 2024-08-14 Neumora Therapeutics, Inc. Machine learning systems for processing multi-modal patient data
EP4167245A1 (en) * 2021-10-18 2023-04-19 Koninklijke Philips N.V. Systems and methods for modelling a human subject
US20230320670A1 (en) * 2022-04-08 2023-10-12 Korea Institute Of Science And Technology Method and system for predicting geriatric syndromes using foot characteristics and balance characteristics
US20230359703A1 (en) * 2022-05-03 2023-11-09 Truist Bank Centralized repository and data sharing hub for establishing model sufficiency
US20230368879A1 (en) * 2022-05-13 2023-11-16 Cipherome, Inc. Health and medical history visualization and prediction using machine-learning and artificial intelligence models
US20230385468A1 (en) * 2022-05-30 2023-11-30 Accenture Global Solutions Limited Systems and methods for generating digital twins
EP4533480A1 (en) * 2022-05-31 2025-04-09 F. Hoffmann-La Roche AG Computer-implemented methods and systems for analysis of neurological impairment
US20250318767A1 (en) * 2022-06-06 2025-10-16 Georgia State University Research Foundation, Inc. System and Method for Mental Diagnosis Using EEG
KR102753499B1 (ko) * 2022-07-20 2025-01-10 한양대학교 산학협력단 소량의 레이블을 이용한 자기지도학습 기반의 수면 단계 분류 모델 학습 방법 및 시스템
WO2024064892A1 (en) * 2022-09-22 2024-03-28 The Board Of Trustees Of The Leland Stanford Junior University Systems and methods for the prediction of post-operative cognitive decline using blood-based inflammatory biomarkers
GB202214547D0 (en) * 2022-10-03 2022-11-16 Bios Health Ltd Biomarker identification and treatment recommendation
EP4369348A1 (en) * 2022-11-11 2024-05-15 Koninklijke Philips N.V. Methods and systems for predicting performance drift of clinical presiction models
CN115836866B (zh) * 2022-12-07 2025-02-21 中国人民解放军陆军军医大学第二附属医院 基于脑电信号的睡眠监测方法及系统
CN116077023B (zh) * 2023-01-13 2023-11-03 北京中科睿医信息科技有限公司 基于运动测试的认知评估方法、装置、设备、介质及产品
US20240257971A1 (en) * 2023-02-01 2024-08-01 Arizona Board Of Regents On Behalf Of The University Of Arizona Virtual reality neuropsychological assessment
US20240266008A1 (en) * 2023-02-01 2024-08-08 Unlearn.AI, Inc. Systems and Methods for Designing Augmented Randomized Trials
US12561962B2 (en) * 2023-03-16 2026-02-24 Samsung Display Co., Ltd. Systems and methods for multimodal fusion of missing and unpaired image and tabular data for defect classification
US20240374202A1 (en) * 2023-05-12 2024-11-14 Optum, Inc. Systems and methods for neurocognitive and affective disorders screening
WO2025004028A1 (en) * 2023-06-25 2025-01-02 Ramot At Tel-Aviv University Ltd. Classification of depression tendency from gaze patterns
KR102693065B1 (ko) * 2023-06-29 2024-08-07 중앙대학교 산학협력단 뇌파 분석에 기반한 뇌 인지 장애 환자 분류 방법 및 그 장치
US20250017535A1 (en) * 2023-07-13 2025-01-16 Gaitly Inc. Systems and methods for assessing a patient and predicting patient outcomes
WO2025042969A2 (en) * 2023-08-21 2025-02-27 Manifest Technologies Inc. Methods of identifying subjects for inclusion and/or exclusion in a clinical trial
US20250064392A1 (en) * 2023-08-21 2025-02-27 Linus Health, Inc. Method for detecting impairment status on instrumental activities of daily living
CN117275723B (zh) * 2023-09-15 2024-03-15 上海全景医学影像诊断中心有限公司 一种早期帕金森病预测方法、装置及系统
CN116933046B (zh) * 2023-09-19 2023-11-24 山东大学 基于深度学习的多模态健康管理方案生成方法和系统
US20250132042A1 (en) * 2023-10-19 2025-04-24 Disney Enterprises, Inc. Physiological biomarker-related multimodal data collection
WO2025096284A1 (en) * 2023-10-30 2025-05-08 Pgi Drug Discovery Llc Systems and methods for compound classification using gated transformer networks
GB202316800D0 (en) * 2023-11-02 2023-12-20 Imperial College Innovations Ltd System for clinical assessment of a user
EP4553709A1 (en) * 2023-11-08 2025-05-14 Cumulocity GmbH A method for training a machine learning model and a method for healing and/or completing and/or accuracy-increasing of sensor data
CN117275661B (zh) * 2023-11-23 2024-02-09 太原理工大学 一种基于深度强化学习的肺癌患者用药预测方法及装置
WO2025158217A2 (en) * 2023-11-30 2025-07-31 Utomolab Llc Advanced imaging system and method
EP4567821A1 (de) * 2023-12-10 2025-06-11 ACMIT Gmbh System zum erstellen eines digitalen zwillings eines individuums, ein computerimplementiertes verfahren dafür und ein computerprogrammprodukt sowie ein computerlesbares speichermedium dafür
US20250194978A1 (en) * 2023-12-14 2025-06-19 Omniscient Neurotechnology Pty Limited Large language model with brain processing tools
TWI855954B (zh) * 2024-01-10 2024-09-11 廣達電腦股份有限公司 人工智慧預測模型的系統和建立方法
WO2025160288A1 (en) * 2024-01-25 2025-07-31 Cold Spring Harbor Laboratory System and method for artificial intelligence-enabled detection
CN117633480B (zh) * 2024-01-26 2024-04-05 南京捷茂机电工程有限公司 一种运动训练效果的量化评估方法及系统
CN118000665B (zh) * 2024-01-30 2024-08-09 北京大学第三医院(北京大学第三临床医学院) 基于术前检测指标的术后谵妄预测模型的训练方法及设备
CN117912660B (zh) * 2024-02-06 2024-08-30 华中科技大学同济医学院附属同济医院 一种糖尿病患者出行旅游的智能检测系统及其检测方法
WO2025177572A1 (ja) * 2024-02-22 2025-08-28 Ntt株式会社 情報処理装置、情報処理方法、及びプログラム
WO2025207770A1 (en) * 2024-03-26 2025-10-02 Linus Health, Inc. Machine-learning enabled clinical decision support system for cognitive and movement disorders
CN118016240B (zh) * 2024-04-09 2024-06-21 西安澎湃跃动电子科技有限公司 一种基于大数据的身体健康评估系统
WO2025240180A1 (en) * 2024-05-16 2025-11-20 23Andme, Inc. Healthcare documents generated with natural language processing
CN118717086B (zh) * 2024-06-14 2025-03-25 广州龙之杰医疗科技有限公司 一种基于孪生脑功能动力学模型的个体化靶点预测方法
CN118898546B (zh) * 2024-06-28 2025-09-02 四川省计算机研究院 一种缺失模态下医学影像重建方法
CN118412120B (zh) * 2024-07-02 2024-10-25 科大讯飞股份有限公司 认知障碍检测方法、系统和相关装置
WO2026006904A1 (en) * 2024-07-02 2026-01-08 Bluebell Village Ltd. Systems, apparatuses, methods, and non-transitory computer-readable storage devices for person-specific cognitive impairment care support
CN119028583B (zh) * 2024-08-12 2025-08-19 江苏省人民医院(南京医科大学第一附属医院) 体外循环心脏手术患者神经认知障碍的预测数据处理方法
CN118656794B (zh) * 2024-08-20 2024-11-22 湖南苏科智能科技有限公司 一种基于多模态数据的闸机管理方法、装置、设备及介质
WO2026064496A1 (en) * 2024-09-20 2026-03-26 Verily Life Sciences Llc Training models to combine measures for detecting disease progression
CN119418929A (zh) * 2024-10-28 2025-02-11 江南大学附属医院 一种腹部手术术后患者谵妄的预警方法及其系统
CN119889647B (zh) * 2024-12-19 2025-10-24 江淮前沿技术协同创新中心 一种无结构性脑损伤疾病智能分类与靶点推荐系统
CN119416771B (zh) * 2025-01-08 2025-06-27 山东山大鸥玛软件股份有限公司 试题评分方法、系统、电子设备及存储介质
CN119441906B (zh) * 2025-01-10 2025-05-16 中国标准化研究院 一种认知症老年人病情社区干预方法
CN121533719B (zh) * 2026-01-20 2026-04-17 湖南工商大学 一种对阿尔茨海默症患者的徘徊行为预警方法和系统

Family Cites Families (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20110224571A1 (en) * 2009-11-16 2011-09-15 Alvaro Pascual-Leone Non-invasive methods for evaluating cortical plasticity impairments
US20170032241A1 (en) * 2015-07-27 2017-02-02 Google Inc. Analyzing health events using recurrent neural networks
JP2018015139A (ja) * 2016-07-26 2018-02-01 ヤンマー株式会社 認知症検査システム
US11410756B2 (en) * 2017-07-28 2022-08-09 Google Llc System and method for predicting and summarizing medical events from electronic health records
JP7224757B2 (ja) * 2017-10-13 2023-02-20 キヤノン株式会社 診断支援装置、情報処理方法、診断支援システム及びプログラム
AU2018350984A1 (en) * 2017-10-17 2020-05-07 Satish Rao Machine learning based system for identifying and monitoring neurological disorders
US11147459B2 (en) * 2018-01-05 2021-10-19 CareBand Inc. Wearable electronic device and system for tracking location and identifying changes in salient indicators of patient health
CA3093552A1 (en) * 2018-03-14 2019-09-19 Yale University Systems and methods for neuro-behavioral relationships in dimensional geometric embedding (n-bridge)
BR112020023429A2 (pt) * 2018-05-30 2021-02-23 Quantum-Si Incorporated métodos e aparelhos para a previsão multimodal usando um modelo estatístico treinado

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