• 제목/요약/키워드: Regional Medical Center

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Sex determination from lateral cephalometric radiographs using an automated deep learning convolutional neural network

  • Khazaei, Maryam;Mollabashi, Vahid;Khotanlou, Hassan;Farhadian, Maryam
    • Imaging Science in Dentistry
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    • 제52권3호
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    • pp.239-244
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    • 2022
  • Purpose: Despite the proliferation of numerous morphometric and anthropometric methods for sex identification based on linear, angular, and regional measurements of various parts of the body, these methods are subject to error due to the observer's knowledge and expertise. This study aimed to explore the possibility of automated sex determination using convolutional neural networks(CNNs) based on lateral cephalometric radiographs. Materials and Methods: Lateral cephalometric radiographs of 1,476 Iranian subjects (794 women and 682 men) from 18 to 49 years of age were included. Lateral cephalometric radiographs were considered as a network input and output layer including 2 classes(male and female). Eighty percent of the data was used as a training set and the rest as a test set. Hyperparameter tuning of each network was done after preprocessing and data augmentation steps. The predictive performance of different architectures (DenseNet, ResNet, and VGG) was evaluated based on their accuracy in test sets. Results: The CNN based on the DenseNet121 architecture, with an overall accuracy of 90%, had the best predictive power in sex determination. The prediction accuracy of this model was almost equal for men and women. Furthermore, with all architectures, the use of transfer learning improved predictive performance. Conclusion: The results confirmed that a CNN could predict a person's sex with high accuracy. This prediction was independent of human bias because feature extraction was done automatically. However, for more accurate sex determination on a wider scale, further studies with larger sample sizes are desirable.

A Comparison of Fasting Glucose and HbA1c for the Diagnosis of Diabetes Mellitus Among Korean Adults (공복혈당과 당화혈색소에 의한 당뇨병 진단 비교)

  • Yun, Woo-Jun;Shin, Min-Ho;Kweon, Sun-Seong;Park, Kyeong-Soo;Lee, Young-Hoon;Nam, Hae-Sung;Jeong, Seul-Ki;Yun, Yong-Woon;Choi, Jin-Su
    • Journal of Preventive Medicine and Public Health
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    • 제43권5호
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    • pp.451-454
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    • 2010
  • Objectives: The American Diabetes Association (ADA) has recently recommended the HbA1c assay as one of four options for making the diagnosis of diabetes mellitus, with a cut-point of $\geq$ 6.5%. We compared the HbA1c assay and the fasting plasma glucose level for making the diagnosis of diabetes among Korean adults. Methods: We analyzed 8710 adults (age 45-74 years), who were not diagnosed as having diabetes mellitus, from the Namwon study population. A fasting plasma glucose level of $\geq$126 mg/dL and an A1c of $\geq$ 6.5% were used for the diagnosis of diabetes. The kappa index of agreement was calculated to measure the agreement between the diagnosis based on the fasting plasma glucose level and the HbA1c. Results: The kappa index of agreement between the fasting plasma glucose level and HbA1c was 0.50. Conclusions: The agreement between the fasting plasma glucose and HbA1c for the diagnosis of diabetes was moderate for Korean adults.

Successful Treatment of Quarter Crack Using Wiring and Polymethylmethacrylate Composites in a Thoroughbred Racehorse (경주마에서 와이어와 폴리메틸메타크릴레이트 합성충진제를 사용한 제측열제의 치료 1례)

  • Park, Kyung-won;Ahn, Seoung-jue;Lee, Eun-bee;Chun, Yong-woo;Jeong, Hyohoon;Kang, Tae-Young;Seo, Jong-pil
    • Journal of Veterinary Clinics
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    • 제37권5호
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    • pp.278-281
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    • 2020
  • A 4-year-old Thoroughbred stallion was referred to J&C Equine Hospital with a quarter crack of the right front foot. On visual inspection, there was a medial quarter crack with laminar necrosis. The first step to treat this problem was to remove the necrotized tissue around the crack using Dremel tools, disinfecting crack, administering antibiotics through regional limb perfusion and systemically administering antibiotics and anti-inflammatory drugs consistently. After one month's anti-inflammatory management, the quarter crack was treated successfully using two series of wiring with one week's term and polymethylmethacrylate composites (Equilox). After treatment, this racehorse successfully resumed training and racing in Korea Racing Authority Seoul Race Course, and won three times, finishing second and third place once, out of thirteen starts.

Do Severity Score and Skin Temperature Asymmetry Correlate with the Subjective Pain Score in the Patients with Complex Regional Pain Syndrome?

  • Jeon, Seung Gyu;Choi, Eun Joo;Lee, Pyung Bok;Lee, Young Jae;Kim, Min Soo;Seo, Joung Hwa;Nahm, Francis Sahngun
    • The Korean Journal of Pain
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    • 제27권4호
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    • pp.339-344
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    • 2014
  • Background: The diagnostic criteria of complex regional pain syndrome (CRPS) have mainly focused on dichotomous (yes/no) categorization, which makes it difficult to compare the inter-patient's condition and to evaluate the intra-patient's subtle severity over the course of time. To overcome this limitation, many efforts have been made to create laboratory methods or scoring systems to reflect the severity of CRPS; measurement of the skin temperature asymmetry is one of the former, and the CRPS severity score (CSS) is one of the latter. However, there has been no study on the correlations among the CSS, temperature asymmetry and subjective pain score. The purpose of this study was to evaluate whether there is any correlation between the CSS, skin temperature asymmetry and subjective pain score. Methods: Patients affected with CRPS in a unilateral limb were included in this study. After making a diagnosis of CRPS according to the Budapest criteria, the CSS and skin temperature difference between the affected and unaffected limb (${\Delta}T$) was measured in each patient. Finally, we conducted a correlation analysis among the CSS, ${\Delta}T$ and visual analogue scale (VAS) score of the patients. Results: A total of 42 patients were included in this study. There was no significant correlation between the ${\Delta}T$ and VAS score (Spearman's rho = 0.066, P = 0.677). Also, the CSS and VAS score showed no significant correlation (Spearman's rho = 0.163, P = 0.303). Conclusions: The ${\Delta}T$ and CSS do not seem to reflect the degree of subjective pain in CRPS patients.

Regional Suicide Mortality Rate in Korea (지역별 고의적 자해에 의한 사망수준에 관한 연구)

  • Park, Sang-Hwa;Kim, Young-Bae;Lim, Dar-Oh
    • The Korean Journal of Health Service Management
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    • 제7권3호
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    • pp.287-296
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    • 2013
  • The aim of this study was to compare the regional difference of death from intentional self-harm. The analysis was based on data of intentional self-harm deaths (31,450) from the 2010-2011 vital statistics of Korea. The suicide rate (per 100,000 population) was 46.2 in male and 22.3 in female. Gender ratio (male / female) of suicide rate was 2.07, and Jeju province had the lowest gender ratio (1.82), and Chungbuk province had the highest gender ratio (2.42). In the age-gender standardized death rate (per 100,000) of self-harm by region, the highest suicide rate was observed in Gangwon province (44.8) and Chungnam province (44.3), and the lowest in Seoul metropolitan city (28.9) and Ulsan metropolitan city (29.2). There was a significant increase in the rate of suicide in city areas (odds ratio: 1.11, 95% CI: 1.08-1.13), county areas (1.62, 1.56-1.67) as compared with the rate of suicide in metropolitan areas. The commonest methods of suicide were hanging (53.7 percent), self-poisoning by pesticides (16.8 percent) and jumping from a height (14.3 percent). The methods used for suicide differed between rural (county) and urban areas (metropolitan city and city). In county areas, 43 percent of suicides used pesticides as compared to only 7-18 percent of those in urban areas. In urban areas, jumping was more common (13-17 percent vs. 6 percent). There were no difference in hanging between urban and rural areas. The odds ratio of death by pesticides was 9.86 in rural areas compared with death rate of metropolitan areas. The odds ratio of death by jumping was 0.59 in rural compared with death rate of metropolitan areas.

The Change in Regional Cerebral Oxygen Saturation after Stellate Ganglion Block

  • Park, Hyeon-Min;Kim, Tae-Wan;Choi, Hong-Gyu;Yoon, Kyung-Bong;Yoon, Duck-Mi
    • The Korean Journal of Pain
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    • 제23권2호
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    • pp.142-146
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    • 2010
  • Background: Stellate ganglion block (SGB) is known to increase blood flow to the innervations area of the stellate ganglion. Near infrared spectroscopy reflects an increased blood volume and allows continuous, non-invasive, and bedside monitoring of regional cerebral oxygen saturation ($rSO_2$). We investigated the influence of SGB on bilateral cerebral oxygenation using a near infrared spectroscopy. Methods: SGB was performed on 30 patients with 1% lidocaine 10 ml using a paratracheal technique at the C6 level and confirmed by the presence of Horner's syndrome. The blood pressure (BP), heart rate (HR) and rSO2 were measured before SGB and 5, 10, 15 and 20 minutes after SGB. Tympanic temperature of each ear was measured prior to SGB and 20 minutes after SGB. Results: The increments of the $rSO_2$ on the block side from the baseline were statistically significant at 5, 10, 15 and 20 minutes. The $rSO_2$ on the non-block side compared with the baseline, however, decreased at 15 and 20 minutes. The difference between the block and the non-block sides was significant at 15 and 20 minutes. The BP at 10, 15 and 20 minutes was increased and the HR was increased at 10 and 15 minutes. Conclusions: We observed an increment of the $rSO_2$ on the block side from the baseline; however, the $rSO_2$ on the non-block side decreased.

Complex regional pain syndrome in the young male population: a retrospective study of 200 Korean young male patients

  • Lee, Ho-Jin;Lee, Chang-Soon;Yoo, Yongjae;Noh, Jae Mun;Yu, Je Hyuk;Kim, Yong-Chul;Moon, Jee Youn
    • The Korean Journal of Pain
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    • 제32권4호
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    • pp.292-300
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    • 2019
  • Background: The aim of this study was to investigate the clinical characteristics of complex regional pain syndrome (CRPS) in young male patients in South Korea, especially focusing on the association with military service. Methods: From January 2007 to May 2017, we investigated the electronic medical records of 430 consecutive patients, aged 18 to 30 years, who visited Seoul National University Hospital Pain Center, with a suspected diagnosis of CRPS at the initial visit. The following patient details were available for analysis: demographic and disease-related variables, relevance to military service, medications, and the treatment modalities received. Results: Out of 430 patients, 245 (57.0%) were diagnosed with CRPS, of which, 200 were male patients and 45 were female patients. Of the male patients, 95 (47.5%) developed CRPS during military service. CRPS during military service was more likely to result from sprain/strain, and the incidence of CRPS was significantly higher in the lower extremities in patients from the military service group than in those from the non-military service group. During the follow-up period, 37.9% of male CRPS patients (n = 61/161) were treated successfully. Patients with moderate to severe initial pain intensity, and diagnosed during their military service, showed better outcomes. Conclusions: Our results demonstrated that manifestation of CRPS in the young Korean population was more common in male and among those male CRPS patients, about half the cases developed during the military service period.

Determinants of Nicotine Dependence in Chronic Obstructive Pulmonary Disease

  • Sim, Yun Su;Lee, Jin Hwa;Kim, Ki Uk;Ra, Seung Won;Park, Hye Yun;Lee, Chang-Hoon;Kim, Deog Kyeom;Shin, Kyeong-Cheol;Lee, Sang Haak;Hwang, Hun Gyu;Ahn, Joong Hyun;Park, Yong Bum;Kim, Yu-Il;Yoo, Kwang Ha;Jeong, Ina;Oh, Yeon-Mok;Lee, Sang-Do;KOLD Investigators
    • Tuberculosis and Respiratory Diseases
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    • 제80권3호
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    • pp.277-283
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    • 2017
  • Background: Smoking cessation is the most powerful intervention to modify progress of chronic obstructive pulmonary disease (COPD), and nicotine dependence is one of the most important determinants of success or failure in smoking cessation. We evaluated nicotine dependence status and investigated factors associated with moderate to high nicotine dependence in patients with COPD. Methods: We included 53 current smokers with COPD in the Korean Obstructive Lung Disease II cohort enrolled between January 2014 and March 2016. Nicotine dependence was measured by using Fagerstrom test for nicotine dependence (FTND). Cognitive function was assessed by Korean version of Montreal Cognitive Assessment. Results: The median FTND score was 3, and 32 patients (60%) had moderate to high nicotine dependence. The median smoking amount was 44 pack-years, which was not related to nicotine dependence. Multiple logistic regression analysis revealed that high education status (odds ratio, 1.286; 95% confidence interval, 1.036-1.596; p=0.023), age <70 (odds ratio, 6.407; 95% confidence interval, 1.376-29.830; p=0.018), and mild to moderate airflow obstruction (odds ratio, 6.969; 95% confidence interval, 1.388-34.998; p=0.018) were related to moderate to high nicotine dependence. Conclusion: Nicotine dependence does not correlate with smoking amount, but with education level, age, and severity of airflow obstruction. Physicians should provide different strategies of smoking cessation intervention for current smokers with COPD according to their education levels, age, and severity of airflow obstruction.

The Risk Factors for Developing Contrast-induced Nephropathy after the Evaluation of Trauma Patients at a Regional Trauma Center in Korea

  • An, Yoo Mi;Park, Soon Chang;Kim, Hyung Bin;Cho, Young Mo;Lee, Dae Seop;Kim, Yong In;Han, Sang Kyun
    • Journal of Trauma and Injury
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    • 제29권4호
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    • pp.124-128
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    • 2016
  • Purpose: Computed tomography (CT) with intravenous (IV) contrast is an important step in the evaluation of trauma patients; however, the risk factors for contrast-induced nephropathy (CIN) in these patients remain unclear. This study determined the rate of CIN in trauma patients at a regional trauma center in Korea and identified the risk factors for developing CIN. Methods: We retrospectively reviewed the medical records of 138 patients for the patient demographics, creatinine levels, and vital signs. CIN was defined as an increase in creatinine by 0.5 mg/dL from admission after undergoing CT with IV contrast. Results: Of the patients, 7.2% developed CIN during their admission after receiving IV contrast for CT. In the multivariate analysis, only the creatinine level at presentation (Adjusted odds ratio [aOR], 5.944; 95% confidence interval [CI], 1.486-23.733; p=0.012) and an injury severity score (ISS) greater than 22 (aOR, 1.096; 95% CI, 1.021-1.176; p=0.011) were independently associated with the risk of CIN. Conclusion: CIN is uncommon in trauma patients following CT with IV contrast. The creatinine level at presentation and ISS were independent risk factors for developing CIN in trauma patients.

Experience with Pediatric Kidney Transplantation, 1985-2016: A Single Regional Center Study

  • Min, So Yoon;Jo, Tae Kyoung;Baek, Hee Sun;Park, Sook-Hyun;Kim, Hyung-Kee;Huh, Seung;Cho, Min Hyun
    • Childhood Kidney Diseases
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    • 제21권2호
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    • pp.69-74
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    • 2017
  • Purpose: Kidney transplantation (KT) is an ideal treatment for pediatric patients with end-stage renal disease (ESRD). We report the clinical outcomes of pediatric ESRD patients who underwent KT in a single regional center. Methods: We retrospectively investigated the medical records of 60 pediatric patients who were diagnosed with ESRD and underwent KT in our hospital between January 1985 and June 2016. Results: A total of 60 children and adolescents (40 male, 20 female; mean age, $13.86{\pm}4.26$ years) were included in this study. Six patients (10.0%) underwent KT immediately after receiving the diagnosis of ESRD, while the others underwent KT after dialysis treatment (mean period of dialysis, $368.7{\pm}4,41.8$ days). The mean donor age (50 living-related [83.3%], 10 deceased [16.7%]) was $40.0{\pm}12.85$ years and the male:female ratio was 1.07:1. The most common cause of ESRD was chronic glomerulonephritis. The overall survival rates at 1, 3, and 5 years after KT were 98%, 98%, and 96%, respectively, while the graft survival rates at 1, 3, and 5 years were 93%, 86%, and 68%, respectively. Children who underwent KT before 10 years of age had better monthly growth rates than those who underwent KT later than 10 years of age. Conclusions: KT is performed less frequently in children than in adults, but causes of ESRD vary and clinical outcomes after KT greatly affect the growth and development of pediatric patients. Therefore, further analysis and monitoring of clinical progression after KT in pediatric ESRD patients are necessary.