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"Yang-Im Hur"

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"Yang-Im Hur"

Original Articles
Application of Machine Learning Algorithms to Predict Osteoporotic Fractures in Women
Su Jeong Kang, Moon Jong Kim, Yang-Im Hur, Ji-Hee Haam, Young-Sang Kim
Korean J Fam Med 2024;45(3):144-148.   Published online January 29, 2024
DOI: https://doi.org/10.4082/kjfm.23.0186
Background
Predicting the risk of osteoporotic fractures is vital for prevention. Traditional methods such as the Fracture Risk Assessment Tool (FRAX) model use clinical factors. This study examined the predictive power of the FRAX score and machine-learning algorithms trained on FRAX parameters.
Methods
We analyzed the data of 2,147 female participants from the Ansan cohort study. The FRAX parameters employed in this study included age, sex (female), height and weight, current smoking status, excessive alcohol consumption (>3 units/d of alcohol), and diagnosis of rheumatoid arthritis. Osteoporotic fracture was defined as one or more fractures of the hip, spine, or wrist during a 10-year observation period. Machine-learning algorithms, such as gradient boosting, random forest, decision tree, and logistic regression, were employed to predict osteoporotic fractures with a 70:30 training-to-test set ratio. We evaluated the area under the receiver operating characteristic curve (AUROC) scores to assess and compare the performance of these algorithms with the FRAX score.
Results
Of the 2,147 participants, 3.5% experienced osteoporotic fractures. Those with fractures were older, shorter in height, and had a higher prevalence of rheumatoid arthritis, as well as higher FRAX scores. The AUROC for the FRAX was 0.617. The machine-learning algorithms showed AUROC values of 0.662, 0.652, 0.648, and 0.637 for gradient boosting, logistic regression, decision tree, and random forest, respectively.
Conclusion
This study highlighted the immense potential of machine-learning algorithms to improve osteoporotic fracture risk prediction in women when complete FRAX parameter information is unavailable.

Citations

Citations to this article as recorded by  
  • Clinical Applicability of Machine Learning in Family Medicine
    Jungun Lee
    Korean Journal of Family Medicine.2024; 45(3): 123.     CrossRef
  • Integrating Machine Learning for Personalized Fracture Risk Assessment: A Multimodal Approach
    Sheikh Mohd Saleem, Shah Sumaya Jan
    Korean Journal of Family Medicine.2024; 45(6): 356.     CrossRef
  • 2,932 View
  • 74 Download
  • 2 Web of Science
  • 2 Crossref
The Mediating Role of Parental Support in the Relationship between Life Stress and Suicidal Ideation among Middle School Students
Bong-Hee Kang, Jae-Heon Kang, Hyun-Ah Park, Young-Gyu Cho, Yang-Im Hur, Won Yong Sim, Gyeong-Ran Byeon, Kyoungwoo Kim
Korean J Fam Med 2017;38(4):213-219.   Published online July 20, 2017
DOI: https://doi.org/10.4082/kjfm.2017.38.4.213
Background

Youth suicide is increasingly being recognized as a major social problem in South Korea. In this study, we aimed to explore the effects of parental support on the relationship between life stress and suicidal ideation among middle-school students.

Methods

This study analyzed data from a cross-sectional study on mental health conducted by the South Korea National Youth Policy Institute between May and July of 2013. Questionnaire responses from 3,007 middle-school students regarding stress factors, thoughts of suicide during the past year, and parental support were analyzed in terms of 3 subscale elements: emotional, academic, and financial support.

Results

Among the participants, 234 male students (7.8%) and 476 female students (15.8%) reported experiencing suicidal ideation in the past year. Life stress significantly influenced suicidal ideation (P<0.001), and parental support and all of the subscale elements had a significant influence on decreasing suicidal ideation. As shown in model 1, life stress increased suicidal ideation (adjusted odds ratio [aOR], 1.318; P<0.001), and, in model 2, the effect of life stress on suicidal ideation decreased with parental support (aOR, 1.238; P<0.001).

Conclusion

Parental support was independently related to a decrease in suicidal ideation, and life stress was independently related to an increase in suicidal ideation. Parental support buffered the relationship between life stress and suicidal ideation.

Citations

Citations to this article as recorded by  
  • Stress in Caregivers of Youth Hospitalized for Suicide Ideation or Attempt
    Valerie J. Micol, Alejandra Arango, Cheryl A. King, Ewa K. Czyz
    Behavior Therapy.2025; 56(1): 110.     CrossRef
  • Brief Report: The Association of Adverse Childhood Experiences and Suicide-Related Behaviors Among 10th-Grade Secondary School Students
    Daniel Núñez, Jorge Gaete, Viviana Guajardo, Nicolás Libuy, Ana María Araneda, Lorena Contreras, Paula Donoso, Carlos Ibañez, Adrian P. Mundt
    Archives of Suicide Research.2024; 28(1): 399.     CrossRef
  • Disclosures of self‐injurious thoughts and behaviors to parents in the context of adolescent therapy: A qualitative investigation
    Alexandra H. Bettis, Taylor A. Burke, Samantha R. Scott, Cara Bedock, Caroline Ambriano, Jordan Parrish, Destinee Marsh, Kathryn R. Fox
    Journal of Clinical Psychology.2024; 80(3): 537.     CrossRef
  • The effect of parent–adolescent discrepancies in reports of familial dysfunction and depression on suicidal ideation in adolescents
    Raney Sachs, Paul A. Nakonezny, Kennedy M. Balzen, Jessica Heerschap, Betsy D. Kennard, Graham J. Emslie, Sunita M. Stewart
    Suicide and Life-Threatening Behavior.2024; 54(3): 515.     CrossRef
  • Coping Strain and Suicidal Ideation Among Pakistani adolescents: A Moderated Mediation Model of Depression and Parental Connectedness
    Amna Tauqeer, Asfa Eman, Laraib Arif, Ammara Ali Bakhteyar, Sumara Masood Ul Hassan
    Pakistan Journal of Psychological Research.2024; 39(4): 851.     CrossRef
  • Family processes: Risk, protective and treatment factors for youth at risk for suicide
    Guy Diamond, Tamar Kodish, E. Stephanie Krauthamer Ewing, Quintin A. Hunt, Jody M. Russon
    Aggression and Violent Behavior.2022; 64: 101586.     CrossRef
  • How Worries about Interpersonal Relationships, Academic Performance, Family Support, and Classmate Social Capital Influence Suicidal Ideation among Adolescents in Japan
    Masato Nakano, Chiho Yamazaki, Hideta Teshirogi, Hidaka Kubo, Yunosuke Ogawa, Satomi Kameo, Ken Inoue, Hiroshi Koyama
    The Tohoku Journal of Experimental Medicine.2022; 256(1): 73.     CrossRef
  • Suicidal ideation in mothers of asthmatic children and adolescents in a subspecialty outpatient practice
    Auxiliadora Damianne Pereira Vieira da Costa, Leticia Marques dos Santos, Mércia Lamenha Medeiros, Camila Oliveira Hansen, Yasmin Cardoso Monteiro Formiga, Claudio Torres de Miranda
    Psico.2022; 53(1): e37342.     CrossRef
  • Parent-adolescent relationships and their associations with adolescent suicidal behaviours: Secondary analysis of data from 52 countries using the Global School-based Health Survey
    Sayedul Ashraf Kushal, Yahia Md Amin, Shusama Reza, Md Shajedur Rahman Shawon
    EClinicalMedicine.2021; 31: 100691.     CrossRef
  • Risk factors for suicide in psychiatric emergency patients in Beijing, China: A large cross-sectional study
    Yizhu Pan, Gang Wang, Hui Zhu, Xiao Ji, Jingyuan Li, Li Yin, Yuan Chen
    Psychiatry Research.2021; 304: 114067.     CrossRef
  • Self-esteem, perceived social support, social capital, and risk-behavior among urban high school adolescents in Nepal
    Ratna Shila Banstola, Tetsuya Ogino, Sachiko Inoue
    SSM - Population Health.2020; 11: 100570.     CrossRef
  • Adolescent suicide in South Korea: Risk factors and proposed multi-dimensional solution
    Chae Woon Kwak, Jeannette R. Ickovics
    Asian Journal of Psychiatry.2019; 43: 150.     CrossRef
  • Perceived parental support in childhood and adolescence and suicidal ideation in young adults: a cross-sectional analysis of the i-Share study
    Melissa Macalli, Marie Tournier, Cédric Galéra, Ilaria Montagni, Aicha Soumare, Sylvana M. Côté, Christophe Tzourio
    BMC Psychiatry.2018;[Epub]     CrossRef
  • 6,065 View
  • 89 Download
  • 12 Web of Science
  • 13 Crossref
The Cutoff Value of Waist Circumference for Predicting Metabolic Risks in Pre- and Post-Menopausal Korean Women: Analysis of 2010 Korean National Health and Nutrition Examination Survey Data
Ok-Gyu Lee, Yang-Im Hur, Jae-Heon Kang, Hyun-Ah Park, Kyoung-Woo Kim, Young-Gyu Cho, Won-Young Choi, Hyesook Park, Hye-Ah Lee
Korean J Fam Med 2013;34(5):307-318.   Published online September 26, 2013
DOI: https://doi.org/10.4082/kjfm.2013.34.5.307
Background

With metabolic syndrome (MS) being a major risk factor for cardiovascular disease, and central obesity being a major predisposing factor for MS, intensive research is currently being performed on cutoff values according to race and sex. Menopause is an especially significant factor in designating cutoff values for female central obesity, as menopause brings sudden bodily changes that induce central obesity and increased prevalence of MS. Therefore this study aimed to investigate the cutoff values for the obesity index and its validity in predicting the criteria for MS in Korean women according to menstrual status.

Methods

The study focused on 3,103 women 20 years of age or older participating in the 2007 Korea National Health and Nutrition Examination Survey. Definitions of non-adipose components of MS were defined by the International Diabetes Federation, and menstrual status was judged on the basis of survey results. The sensitivity, specificity, and positive and negative predictive values of the central obesity index (body mass index [BMI], waist circumference [WC], waist-to-height ratio [WHtR]) according to menstrual status for two or more non-adipose components of MS were calculated based on the Youden index.

Results

Area under the curve (AUC) values predicting the presence of two or more metabolic risk factors were higher in pre-menopausal women, with AUC values for BMI, WC, and WHtR being, in pre- and post-menopausal women, 23.1 kg/m2 vs. 23.9 kg/m2, 76.1 cm vs. 82.5 cm, and 0.49 vs. 0.53, respectively. The WC cut off (76 cm) for pre-menopausal women was found to be more sensitive and more effective at screening for MS risks than the cutoff value given by the Korea Society for the Study of Obesity.

Conclusion

The central obesity index showed better predictability for MS risk in pre-menopausal women. Because the central obesity index cutoff values are lower in pre-menopausal women, the possibility of metabolic risk can be considered for pre-menopausal women with WC lower than 85 cm. Assessment and control of other risks are needed accordingly for preventing the development of MS.

Citations

Citations to this article as recorded by  
  • Abdominal Obesity Increases the Risk for Depression by Sex: A Nationwide Cohort Study in South Korea
    Soobin Jo, Kyung-do Han, Juhwan Yoo, Dong Wook Shin, Hyewon Kim, Hong Jin Jeon
    Psychiatry Investigation.2024; 21(12): 1398.     CrossRef
  • Comparison of anthropometric indices for the screening of nonalcoholic fatty liver disease in pre- and postmenopausal women
    So-hyeon Hong, Soon Young Hwang, Jung A. Kim, You-Bin Lee, Eun Roh, Nam Hoon Kim, Ji A. Seo, Sin Gon Kim, Nan Hee Kim, Kyung Mook Choi, Sei Hyun Baik, Hye Jin Yoo
    Menopause.2020; 27(1): 88.     CrossRef
  • Association of dietary patterns, anthropometric measurements, and metabolic parameters with C-reactive protein and neutrophil-to-lymphocyte ratio in middle-aged and older adults with metabolic syndrome in Taiwan: a cross-sectional study
    Ahmad Syauqy, Chien-Yeh Hsu, Hsiao-Hsien Rau, Jane C.-J. Chao
    Nutrition Journal.2018;[Epub]     CrossRef
  • The “Jolly Fat” Effect in Middle-Aged Korean Women
    Gyeyoon Yim, Younjhin Ahn, Juhee Cho, Yoosoo Chang, Seungho Ryu, Joong-Yeon Lim, Hyun-Young Park
    Journal of Women's Health.2017; 26(11): 1236.     CrossRef
  • Optimal Cutoffs of Cardiometabolic Risk for Postmenopausal Korean Women
    Hye-Ryoung Kim, Hee-Seung Kim
    Asian Nursing Research.2017; 11(2): 107.     CrossRef
  • The Relationship Between Cardiorespiratory Fitness and Aortic Stiffness in Women with Central Obesity
    Jacqueline A. Augustine, Eun Sun Yoon, Jina Choo, Kevin S. Heffernan, Sae Young Jae
    Journal of Women's Health.2016; 25(7): 680.     CrossRef
  • Optimal Cutoff Points of Anthropometric Parameters to Identify High Coronary Heart Disease Risk in Korean Adults
    Sang Hyuck Kim, Hyunrim Choi, Chang Won Won, Byung-Sung Kim
    Journal of Korean Medical Science.2016; 31(1): 61.     CrossRef
  • Optimal Waist Circumference Cutoff Values for the Diagnosis of Abdominal Obesity in Korean Adults
    Yeong Sook Yoon, Sang Woo Oh
    Endocrinology and Metabolism.2014; 29(4): 418.     CrossRef
  • 4,222 View
  • 30 Download
  • 8 Crossref
Socioeconomic Indicators Associated with Initiation and Cessation of Smoking among Women in Seoul
Yu-Na Kim, Young-Gyu Cho, Cheol-Hwan Kim, Jae-Heon Kang, Hyun-Ah Park, Kyoung-Woo Kim, Yang-Im Hur, Su-Hyun Lee, Yun-Min Na, No-Yai Park
Korean J Fam Med 2012;33(1):1-8.   Published online January 31, 2012
DOI: https://doi.org/10.4082/kjfm.2012.33.1.1
Background

While smoking prevalence in Korean men has been decreasing, it is increasing in Korean women. Little is known about women's smoking inequalities in Korea. This study was conducted to investigate the association of socioeconomic indicators with the initiation and cessation of smoking among Korean women.

Methods

This was a cross-sectional study on 9,089 women aged 25-64 years from the 2008 Seoul Community Health Survey. The data on smoking and socioeconomic status were obtained through face-to-face interviews. Smoking initiation rate was defined as the proportion of the individuals who had started smoking at least one cigarette among all subjects. Smoking cessation rate was calculated by dividing the number of individuals who had quit smoking by the number of ever smokers. Education level, total family income and occupation were investigated as socioeconomic indicators.

Results

Education level was significantly associated with both initiation and cessation of smoking. Lower educated women had a higher likelihood of smoking initiation (odds ratio [OR], 1.72; 95% confidence interval [CI], 1.17 to 2.51) but lower likelihood of smoking cessation (OR, 0.38; 95% CI, 0.22 to 0.66) than higher educated women. Smoking initiation rate was higher in manual workers (OR, 1.65; 95% CI, 1.20 to 2.27) than in non-manual workers. However, there were no significant differences of both initiation and cessation of smoking according to total household income.

Conclusion

This study shows that there are smoking inequalities among Korean women. It is thought that education level and occupation are important determinants of women's smoking status.

Citations

Citations to this article as recorded by  
  • The smoking spectrum: review of the existing evidence and future directions
    Garbis A. Meshefedjian
    Journal of Public Health.2020; 28(1): 105.     CrossRef
  • Cigarette Smoking in South Korea: A Narrative Review
    Rebekah Gunter, Edwin Szeto, Se-Hoon Jeong, Sooyeon Suh, Andrew J. Waters
    Korean Journal of Family Medicine.2020; 41(1): 3.     CrossRef
  • Women’s Smoking: Relationships Among Emotional Labor, Occupational Stress, and Health Promotion
    Sunjoo Boo, Hyunjin Oh
    Workplace Health & Safety.2019; 67(7): 361.     CrossRef
  • Factors associated with smoking cessation
    Samires Avelino de Souza França, Ana Ligian Feitosa das Neves, Tatiane Andressa Santos de Souza, Nandara Celana Negreiros Martins, Saul Rassy Carneiro, Edilene do Socorro Nascimento Falcão Sarges, Maria de Fátima Amine Houat de Souza
    Revista de Saúde Pública.2015;[Epub]     CrossRef
  • A History of Ashes: An 80 Year Comparative Portrait of Smoking Initiation in American Indians and Non-Hispanic Whites—the Strong Heart Study
    Raymond Orr, Darren Calhoun, Carolyn Noonan, Ron Whitener, Jeff Henderson, Jack Goldberg, Patrica Henderson
    International Journal of Environmental Research and Public Health.2013; 10(5): 1747.     CrossRef
  • Predictors of long-term smoking cessation: results from the global adult tobacco survey in Poland (2009–2010)
    Dorota Kaleta, Przemysław Korytkowski, Teresa Makowiec-Dąbrowska, Bukola Usidame, Leokadia Bąk-Romaniszyn, Adam Fronczak
    BMC Public Health.2012;[Epub]     CrossRef
  • 4,151 View
  • 26 Download
  • 6 Crossref
The Relationship between Serum Gamma-glutamyltransferase Level and Overweight in Korean Urban Children
Young-Gyu Cho, Kyung-Hee Park, Chan-Won Kim, Yang-Im Hur
Korean J Fam Med 2011;32(3):182-188.   Published online March 31, 2011
DOI: https://doi.org/10.4082/kjfm.2011.32.3.182
Background

Recently, it has been reported that gamma-glumyltransferase (GGT) is associated with various cardiovascular risk factors including overweight in adults. However, there are few studies on the relationship between GGT and cardiovascular risk factors in children. The aim of this study was to assess the relationship between serum GGT level and overweight in Korean urban children.

Methods

This study was a cross-sectional study using data on 390 4th grade students of elementary schools in Gunpo, Korea. Children were divided into 4 groups according to gender-specific quartiles of serum GGT level. Body mass index, waist circumference and body fat percentage were quantified as adiposity indices.

Results

All adiposity indices in children of the highest GGT level quartile were higher than those in children of the lowest quartile. Adjusted odd ratios on overweight of the highest quartile of GGT level compared to the lowest quartile were 14.40 (95% confidence interval [CI], 4.43 to 46.83) in boys and 2.94 (95% CI, 1.06 to 8.16) in girls.

Conclusion

This study shows that high serum GGT level is related with overweight in Korean urban children and this relationship is stronger in boys compared to girls.

Citations

Citations to this article as recorded by  
  • Diet-Induced Obesity Induces Transcriptomic Changes in Neuroimmunometabolic-Related Genes in the Striatum and Olfactory Bulb
    Rosario B. Jaime-Lara, Claudia Colina-Prisco, Marcel De Jesus Vega, Sarah Williams, Ted Usdin, Bridget Matikainen-Ankney, Alayna Kinkead, Brianna Brooks, Yupeng Wang, Alexis T. Franks, Alexxai Kravitz, Paule V. Joseph
    International Journal of Molecular Sciences.2024; 25(17): 9330.     CrossRef
  • Molecular Genetics of Abnormal Redox Homeostasis in Type 2 Diabetes Mellitus
    Iuliia Azarova, Alexey Polonikov, Elena Klyosova
    International Journal of Molecular Sciences.2023; 24(5): 4738.     CrossRef
  • In utero exposure to parabens and early childhood BMI z-scores – Associations between placental ethyl paraben, longitudinal BMI trajectories and cord blood metabolic biomarkers
    Brigitte Reimann, Karen Vrijens, Harry A. Roels, Congrong Wang, Charlotte Cosemans, Ilse Van Overmeire, Tim S. Nawrot, Michelle Plusquin
    Environment International.2021; 157: 106845.     CrossRef
  • The Efficacy of a Family-Based Intervention Program on Childhood Obesity
    Chia-Ying Chen, Chia-Chan Kao, Hsiu-Yueh Hsu, Ruey-Hsia Wang, Shu-Hua Hsu
    Biological Research For Nursing.2015; 17(5): 510.     CrossRef
  • 3,900 View
  • 18 Download
  • 4 Crossref
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