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Diagnosis of Middle Ear Diseases Based on Convolutional Neural Network

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Computer Systems Science & Engineering 2023年第8期46卷 1521-1532页

作者： Yunyoung Nam Seong Jun Choi Jihwan Shin jinseok lee Department of Computer Science and Engineering Soonchunhyang UniversityAsan31538Korea Department of Otolaryngology-Head and Nech Surgery Soonchunhyang University College of MedicineCheonan HospitalCheonan31151Korea Department of Biomedical Engineering Kyung Hee UniversityYonginKorea

An otoscope is traditionally used to examine the eardrum and ear canal.A diagnosis of otitis media(OM)relies on the experience of *** an examiner lacks experience,the examination may be difficult and *** paper presents an ear disease classification method using middle ear images based on a convolutional neural network(CNN).Especially the segmentation and classification networks are used to classify an otoscopic image into six classes:normal,acute otitis media(AOM),otitis media with effusion(OME),chronic otitis media(COM),congenital cholesteatoma(CC)and traumatic perforations(TMPs).The Mask R-CNN is utilized for the segmentation network to extract the region of interest(ROI)from otoscopic *** extracted ROIs are used as guiding features for the *** classification is based on transfer learning with an ensemble of two CNN classifiers:EfficientNetB0 and *** proposed model was trained with a 5-fold cross-validation *** proposed method was evaluated and achieved a classification accuracy of 97.29%.

关键词： Otitis media convolutional neural network acute otitis media otitis media with effusion chronic otitis media congenital cholesteatoma traumatic perforation Mask R-CNN

Machine Learning for Detecting Blood Transfusion Needs Using Biosignals

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Computer Systems Science & Engineering 2023年第8期46卷 2369-2381页

作者： Hoon Ko Chul Park Wu Seong Kang Yunyoung Nam Dukyong Yoon jinseok lee Department of Biomedical Engineering College of Electronics and InformationKyung Hee UniversityYongin17104Korea Department of Internal Medicine Wonkwang University School of MedicineIksan54538Korea Department of Trauma Surgery Jeju Regional Trauma CenterCheju Halla General HospitalJeju63127Korea Department of Computer Science and Engineering Soonchunhyang UniversityAsan31538Korea Department of Biomedical Systems Informatics Yonsei University College of MedicineYongin03722Korea

Adequate oxygen in red blood cells carrying through the body to the heart and brain is important to maintain *** those patients requiring blood,blood transfusion is a common procedure in which donated blood or blood components are given through an intravenous ***,detecting the need for blood transfusion is time-consuming and sometimes not easily diagnosed,such as internal *** study considered physiological signals such as electrocardiogram(ECG),photoplethysmogram(PPG),blood pressure,oxygen saturation(SpO2),and respiration,and proposed the machine learning model to detect the need for blood transfusion *** the model,this study extracted 14 features from the physiological signals and used an ensemble approach combining extreme gradient boosting and random *** model was evaluated by a stratified five-fold crossvalidation:the detection accuracy and area under the receiver operating characteristics were 92.7%and 0.977,respectively.

关键词： Blood transfusion ECG PPG pulse transit time blood pressure machine learning

Nationwide Trends in the Prevalence of Cigarette and E-cigarette Smoking among Korean Adults between 2014-2021:A Representative Serial Study of 1.2 Million Individuals

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Biomedical and Environmental Sciences 2023年第10期36卷 996-998页

作者： Minji Kim Wonyoung Cho jinseok lee Yong Sung Choi Seung Geun Yeo Young Joo lee Sang Youl Rhee Chanyang Min Dong Keon Yon Center for Digital Health Medical Science Research InstituteKyung Hee University Medical CenterKyung Hee University College of MedicineSeoulSouth Korea Department of Regulatory Science Kyung Hee UniversitySeoulSouth Korea Department of Biomedical Engineering Kyung Hee UniversityYonginSouth Korea Department of Pediatrics Kyung Hee University Medical CenterKyung Hee University College of MedicineSeoulSouth Korea Department of Otolaryngology-Head&Neck Surgery Kyung Hee University Medical CenterKyung Hee University College of MedicineSeoulSouth Korea Department of Obstetrics and Gynecology Kyung Hee University College of MedicineSeoulSouth Korea Department of Endocrinology and Metabolism Kyung Hee University College of MedicineSeoulKorea

Both cigarette and e-cigarette use cause respiratory tract damage and related health outcomes,and potentially increase the risk of coronavirus disease 2019(COVID-19)-related symptoms[1].Since the COVID-19 pandemic,loc... 详细信息

关键词： respiratory damage legal

Psychosocial alterations during the COVID-19 pandemic and the global burden of anxiety and major depressive disorders in adolescents,1990-2021:challenges in mental health amid socioeconomic disparities

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World Journal of Pediatrics 2024年第10期20卷 1003-1016页

作者： Soeun Kim Jiyoung Hwang Jun Hyuk lee Jaeyu Park Hyeon Jin Kim Yejun Son Hans Oh lee Smith Jiseung Kang Guillaume Fond Laurent Boyer Masoud Rahmati Mark ATully Damiano Pizzol Raphael Udeh jinseok lee Hayeon lee Sooji lee Dong Keon Yon Center for Digital Health Medical Science Research InstituteKyung Hee University College of MedicineSeoulSouth Korea(Center for Digital HealthMedical Science Research InstituteKyung Hee University College of MedicineSeoulSouth Korea Department of Precision Medicine Kyung Hee University College of MedicineSeoulSouth Korea Health and Human Science University of Southern CaliforniaLos AngelesCAUSA Department of Regulatory Science Kyung Hee UniversitySeoulSouth Korea Suzanne Dworak Peck School of Social Work University of Southern CaliforniaLos AngelesCAUSA Centre for Health Performance and WellbeingAnglia Ruskin UniversityCambridgeUK Division of Sleep Medicine Harvard Medical SchoolBostonMAUSA Department of Anesthesia Critical Care and Pain MedicineMassachusetts General HospitalBostonMAUSA Research Centre on Health Services and Quality of Life Assistance Publique-Hopitaux de MarseilleAix Marseille UniversityMarseilleFrance Department of Physical Education and Sport Sciences Faculty of Literature and Human SciencesLorestan UniversityKhoramabadIran Department of Physical Education and Sport Sciences Faculty of Literature and HumanitiesVali-E-Asr University of RafsanjanRafsanjanIran School of Medicine Ulster UniversityLondonderryNorthern IrelandUK Health Unit Eni MaputoMozambique Health Unit EniSan Donato MilaneseItaly School of Life Sciences Faculty of ScienceUniversity of Technology SydneyUltimoAustralia Department of Biomedical Engineering Kyung Hee University College of Electronics and InformationYonginSouth Korea Department of Medicine Kyung Hee University College of Medicine23 Kyungheedae-roDongdaemun-guSeoul 02447South Korea Department of Pediatrics Kyung Hee University College of Medicine23 Kyungheedae-roDongdaemun-guSeoul 02447South Korea

Background The coronavirus disease 2019(COVID-19)pandemic,a global health crisis,profoundly impacted all aspects of daily ***,a pivotal stage of psychological and social development,is heavily influenced by the psychosocial and socio-cultural ***,it is imperative to thoroughly understand the psychosocial changes adolescents experienced during the pandemic and implement effective management *** sources We examined the incidence rates of depressive and anxiety disorders among adolescents aged 10–19 years globally and *** utilized data from the Global Burden of Diseases,Injuries,and Risk Factors Study(GBD)2021 to compare pre-pandemic(2018–2019)and pandemic(2020–2021)*** investigation covered 204 countries and territories across the six World Health Organization *** conducted a comprehensive literature search using databases including PubMed/MEDLINE,Scopus,and Google Scholar,employing search terms such as“psychosocial”,“adolescent”,“youth”,“risk factors”,“COVID-19 pandemic”,“prevention”,and“intervention”.Results During the pandemic,the mental health outcomes of adolescents deteriorated,particularly in terms of depressive and anxiety *** to GBD 2021,the incidence rate of anxiety disorders increased from 720.26[95%uncertainty intervals(UI)=548.90–929.19]before the COVID-19 pandemic(2018–2019)to 880.87 per 100,000 people(95%UI=670.43–1132.58)during the COVID-19 pandemic(2020–2021).Similarly,the incidence rate of major depressive disorder increased from 2333.91(95%UI=1626.92–3138.55)before the COVID-19 pandemic to 3030.49 per 100,000 people(95%UI=2096.73–4077.73)during the COVID-19 *** worsening was notably pronounced in high-income countries(HICs).Rapid environmental changes,including heightened social anxiety,school closures,economic crises,and exacerbated racism,have been shown to adversely affect the mental well-being of *** The abrupt shift to remote learning and

关键词： Adolescents Global Mental health Pandemic Psychosocial

Differences in Pandemic-Related Factors Associated with Alcohol and Substance Use among Korean Adolescents:Nationwide Representative Study

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Biomedical and Environmental Sciences 2023年第6期36卷 542-548页

作者： Hyunju Yon Sangil Park Jung U Shin Ai Koyanagi Louis Jacob lee Smith Chanyang Min jinseok lee Rosie Kwon Guillaume Fond Laurent Boyer Sunyoung Kim Namwoo Kim Sang Youl Rhee Jae Il Shin Dong Keon Yon Ho Geol Woo Department of Medicine Kyung Hee University College of MedicineSeoulRepublic of Korea Department of Neurology Kyung Hee University Medical CenterSeoulRepublic of Korea Department of Dermatology CHA Bundang Medical CenterCHA University School of MedicineSeongnamRepublic of Korea Research and Development Unit Parc Sanitari Sant Joan de DeuCIBERSAMISCIIIBarcelonaSpain Catalan Institution for Research and Advanced Studies(ICREA) Pg.Lluis CompanysBarcelonaSpain Department of Physical Medicine and Rehabilitation Lariboisière-Fernand Widal HospitalAP-HPUniversity Paris CitéParisFrance Centre for Health Performance and WellbeingAnglia Ruskin UniversityCambridgeUK Center for Digital Health Medical Science Research InstituteKyung Hee University Medical CenterKyung Hee University College of MedicineSeoulRepublic of Korea Department of Biomedical Engineering Kyung Hee UniversityYonginRepublic of Korea Assistance Publique-Hôpitaux de Marseille(AP-HM) Aix-Marseille UniversityCEReSSHealth Service Research and Quality of Life CenterMarseilleFrance FondaMental Foundation CreteilFrance Department of Family Medicine Kyung Hee University College of MedicineSeoulRepublic of Korea Department of Psychiatry Seoul St.Mary's HospitalThe Catholic University of KoreaCollege of MedicineSeoulRepublic of Korea Department of Endocrinology and Metabolism Kyung Hee University School of MedicineSeoulRepublic of Korea Department of Pediatrics Yonsei University College of MedicineSeoulRepublic of Korea Department of Pediatrics Kyung Hee University College of MedicineSeoulRepublic of Korea

The coronavirus disease 2019(COVID-19)pandemic has raised concerns about the mental health and social well-being of youth,including its potential to increase or exacerbate substance use behaviors[1].Among adolescents,the COVID-19pandemic has resulted in limited face-to-face school contact and thus missed milestones in preventing alcohol and substance use.

关键词： Alcohol raised alcohol

National trends in alcohol and substance use among adolescents from 2005 to 2021:a Korean serial cross‑sectional study of one million adolescents

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World Journal of Pediatrics 2023年第11期19卷 1071-1081页

作者： Sangil Park Hyunju Yon Chae Yeon Ban Hyoin Shin Seounghyun Eum Seung Won lee Youn Ho Shin Jung UShin Ai Koyanagi Louis Jacob lee Smith Chanyang Min AbdullahÖzgür Yeniova So Young Kim jinseok lee Vlasta Hadalin Rosie Kwon Min Ji Koo Guillaume Fond Laurent Boyer Sunyoung Kim Jong Woo Hahn Namwoo Kim Eléa Lefkir Victoire Bondeville Sang Youl Rhee Jae Il Shin Dong Keon Yon Ho Geol Woo Department of Neurology Kyung Hee University Medical Center23 Kyungheedae‑roDongdaemun‑guSeoul 02447South Korea Department of Medicine Kyung Hee University College of MedicineSeoulSouth Korea Department of Precision Medicine Sungkyunkwan University School of MedicineSuwonSouth Korea Department of Pediatrics CHA Gangnam Medical CenterCHA University School of MedicineSeoulSouth Korea Department of Dermatology CHA Bundang Medical CenterCHA University School of MedicineSeongnamSouth Korea Research and Development Unit Parc Sanitari Sant Joan de DeuCIBERSAMISCIIIBarcelonaSpain Catalan Institution for Research and Advanced Studies(ICREA) Pg.Lluis CompanysBarcelonaSpain Faculty of Medicine University of Versailles Saint-Quentin-en-YvelinesMontigny‑le‑BretonneuxFrance Centre for Health Performance and WellbeingAnglia Ruskin UniversityCambridgeUK Center for Digital Health Medical Science Research InstituteKyung Hee University Medical CenterKyung Hee University College of MedicineSeoulSouth Korea Division of Gastroenterology Department of Internal MedicineFaculty of MedicineTokat Gaziosmanpaşa UniversityTokatTurkey Department of Otorhinolaryngology‑Head&Neck Surgery CHA Bundang Medical CenterCHA University School of MedicineSeongnamSouth Korea Department of Biomedical Engineering Kyung Hee UniversityYonginSouth Korea Faculty of Medicine University of LjubljanaLjubljanaSlovenia Department of Biomedical Engineering University of MichiganAnn ArborMIUSA Department of Human Biology University of TorontoTorontoONCanada AP-HM Aix-Marseille UniversityCEReSS-Health Service Research and Quality of Life CenterMarseilleFrance FondaMental Foundation CreteilFrance Department of Family Medicine Kyung Hee University College of MedicineSeoulSouth Korea Department of Pediatrics Seoul National University Bundang HospitalSeongnamSouth Korea Department of Neuropsychiatry Seoul National University HospitalSeoulSouth Korea Faculty of Medicine University of Rennes 1RennesFrance Department

Background Although previous studies have provided data on early pandemic periods of alcohol and substance use in adolescents,more adequate studies are needed to predict the trends of alcohol and substance use during recent periods,including the mid-pandemic *** study investigated the changes in alcohol and substance use,except tobacco use,throughout the pre-,early-,and mid-pandemic periods in adolescents using a nationwide serial cross-sectional survey from South *** Data on 1,109,776 Korean adolescents aged 13–18 years from 2005 to 2021 were obtained in a survey operated by the Korea Disease Control and Prevention *** evaluated adolescents’alcohol and substance consumption prevalence and compared the slope of alcohol and substance prevalence before and during the COVID-19 pandemic to see the trend *** define the pre-COVID-19 period as consisting of four groups of consecutive years(2005–2008,2009–2012,2013–2015,and 2016–2019).The COVID-19 pandemic period is composed of 2020(early-pandemic era)and 2021(midpandemic era).Results More than a million adolescents successfully met the inclusion *** weighted prevalence of current alcohol use was 26.8%[95%confidence interval(CI)26.4–27.1]from 2005 to 2008 and 10.5%(95%CI 10.1–11.0)in 2020 and *** weighted prevalence of substance use was 1.1%(95%CI 1.1–1.2)from 2005 to 2008 and 0.7%(95%CI 0.6–0.7)between 2020 and *** 2005 to 2021,the overall trend of use of both alcohol and drugs was found to decrease,but the decline has slowed since COVID-19 epidemic(current alcohol use:βdiff 0.167;95%CI 0.150–0.184;substance use:βdiff 0.152;95%CI 0.110–0.194).The changes in the slope of current alcohol and substance use showed a consistent slowdown with regard to sex,grade,residence area,and smoking status from 2005 to *** The overall prevalence of alcohol consumption and substance use among over one million Korean adolescents from the early and mid-stage(2020–2021)of the COVID

关键词： Alcohol Adolescent Corona virus disease 2019 South Korea Substance use

Estimated prevalence and trends in smoking among adolescents in South Korea,2005-2021:a nationwide serial study

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World Journal of Pediatrics 2023年第4期19卷 366-377页

作者： Hyoin Shin Sangil Park Hyunju Yon Chae Yeon Ban Stephen Turner Seong Ho Cho Youn Ho Shin Jung U.Shin Ai Koyanagi Louis Jacob lee Smith Chanyang Min Young Joo lee So Young Kim jinseok lee Rosie Kwon Min Ji Koo Guillaume Fond Laurent Boyer Jong Woo Hahn Namwoo Kim Sang Youl Rhee Jae Il Shin Ho Geol Woo Hyeowon Park Hyeon Jin Kim Yoonsung lee Man S.Kim Eléa Lefkir Vlasta Hadalin Jungwoo Choi Seung Won lee Dong Keon Yon Sunyoung Kim Department of Medicine Kyung Hee University College of MedicineSeoulSouth Korea Department of Neurology Kyung Hee University College of MedicineSeoulSouth Korea Maternity and Child Health Division NHS Grampian AberdeenAberdeenUK Division of Allergy-Immunology University of South Florida Morsani College of MedicineTampaFLUSA Department of Pediatrics CHA Gangnam Medical CenterCHA University School of MedicineSeoulSouth Korea Department of Dermatology CHA Bundang Medical CenterCHA University School of MedicineSeongnamSouth Korea Research and Development Unit Parc Sanitari Sant Joan de DeuCIBERSAMISCIIIBarcelonaSpain Catalan Institution for Research and Advanced Studies(ICREA) Pg.Lluis CompanysBarcelonaSpain Faculty of Medicine University of Versailles Saint-Quentin-en-YvelinesMontigny-Le-BretonneuxFrance Centre for Health Performance and WellbeingAnglia Ruskin UniversityCambridgeUK Center for Digital Health Medical Science Research InstituteKyung Hee University Medical CenterKyung Hee University College of Medicine23 Kyungheedae-RoDongdaemun-GuSeoul02447South Korea Department of Obstetrics and Gynecology Kyung Hee University College of MedicineSeoulSouth Korea Department of Otorhinolaryngology-Head and Neck Surgery CHA Bundang Medical CenterCHA University School of MedicineSeongnamSouth Korea Department of Biomedical Engineering Kyung Hee UniversityYonginSouth Korea Department of Biomedical Engineering University of MichiganAnn ArborMIUSA Department of Human Biology University of TorontoTorontoONCanada AP-HM Aix-Marseille Univ.CEReSS—Health Service Research and Quality of Life CenterMarseilleFrance FondaMental Foundation CreteilFrance Department of Pediatrics Seoul National University College of MedicineSeoulSouth Korea Department of Neuropsychiatry Seoul National University College of MedicineSeoulSouth Korea Department of Endocrinology and Metabolism Kyung Hee University School of MedicineSeoulSouth Korea Department of Pediatrics Yonsei University College of

Background Although smoking is classified as a risk factor for severe COVID-19 outcomes,there is a scarcity of studies on prevalence of smoking during the COVID-19 ***,this study aims to analyze the trends of prevalence of smoking in adolescents over the COVID-19 pandemic *** The present study used data from middle to high school adolescents between 2005 and 2021 who participated in the Korea Youth Risk Behavior Web-based Survey(KYRBS).We evaluated the smoking prevalence(ever or daily)by year groups and estimated the slope in smoking prevalence before and during the *** A total of 1,137,823 adolescents participated in the study[mean age,15.04 years[95%confidence interval(CI)15.03-15.06];and male,52.4%(95%CI 51.7-53.1)].The prevalence of ever smokers was 27.7%(95%CI 27.3-28.1)between 2005 and 2008 but decreased to 9.8%(95%CI 9.3-10.3)in 2021.A consistent trend was found in daily smokers,as the estimates decreased from 5.4%(95%CI 5.2-5.6)between 2005 and 2008 to 2.3%(95%CI 2.1-2.5)in ***,the downward slope in the overall prevalence of ever smokers and daily smokers became less pronounced in the COVID-19 pandemic period than in the pre-pandemic *** the subgroup with substance use,the decreasing slope in daily smokers was significantly more pronounced during the pandemic than during the pre-pandemic *** The proportion of ever smokers and daily smokers showed a less pronounced decreasing trend during the *** findings of our study provide an overall understanding of the pandemic's impact on smoking prevalence in adolescents.

关键词： Adolescent COVID-19 Daily smokers Ever smokers Pandemic Smoking

Online Approach for Spatio-Temporal Trajectory Data Reduction for Portable Devices

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Journal of Computer Science & Technology 2013年第4期28卷 597-604页

作者： Heemin Park Young-Jun lee jinseok Chae Wonik Choi Department of Computer Software Engineering Sangmyung University Department of Computer Science and Engineering Incheon National University School of Information and Communication Engineering Inha University

As location data are widely available to portable devices, trajectory tracking of moving objects has become an essential technology for most location-based services. To maintain such streaming data of location updates from mobile clients, conventional approaches such as time-based regular location updating and distance-based location updating have been used. However, these methods suffer from the large amount of data, redundant location updates, and large trajectory estimation errors due to the varying speed of moving objects. In this paper, we propose a simple but efficient online trajectory data reduction method for portable devices. To solve the problems of redundancy and large estimation errors, the proposed algorithm computes trajectory errors and finds a recent location update that should be sent to the server to satisfy the user requirements. We evaluate the proposed algorithm with real GPS trajectory data consisting of 17 201 trajectories. The intensive simulation results prove that the proposed algorithm always meets the given user requirements and exhibits a data reduction ratio of greater than 87% when the acceptable trajectory error is greater than or equal to 10 meters.

关键词： online trajectory sampling moving object tracking data reduction location-based service