OBJECTIVES: Stress management is related to public healthcare and quality of life; an accurate stress classification method is necessary for the design of stress monitoring systems. Therefore, the goal of this study was to design a novel stress classification model using a deep learning method. METHODS: In this paper, we present a stress classification model using the dataset from the sixth Korea National Health and Nutrition Examination Survey conducted from 2013 to 2015 (KNHANES VI) to analyze stress-related health data. Statistical analysis was performed to identify the nine features of stress detection, and we evaluated the performance of the proposed stress classification by comparison with several stress detection models. The proposed model was also evaluated using Deep Belief Networks (DBN). RESULTS: We designed profiles depending on the number of hidden layers, nodes, and hyper-parameters according to the loss function results. The experimental results showed that the proposed model achieved an accuracy and a specificity of 66.23% and 75.32%, respectively. The proposed DBN model performed better than other classification models, such as support vector machine, naive Bayesian classifier, and random forest. CONCLUSIONS: The proposed model in this study was demonstrated to be effective in classifying stress detection, and in particular, it is expected to be applicable for stress prediction in stress monitoring systems.
Classification* ; Dataset ; Delivery of Health Care ; Forests ; Korea ; Learning ; Machine Learning ; Methods ; Nutrition Surveys ; Quality of Life ; Sensitivity and Specificity ; Support Vector Machine

BACKGROUND: Non-small cell lung cancer is one of the most frequent cause of death due to cancer in men, and its incidence among women is rapidly increasing. Although there has been a recent surge of interest in combined modality therapy for stage III non-small cell lung cancer(NSCLC), the optimal treatment is still not well established. Thoracic irradiation has long been the gold standard for locally advanced unresectable NSCLC. However, although conventional radiotherapy(XRT) can palliate symptom and improve local control of disease, it huts at most only a modest effect on survival. Recently, cisplatin(cia-diamminedichloroplatinum ) has been reported to enhance the cell-killing effect of radiation For patients with unresectable NSCLC, cisplatin-based concurrent chemoradiotherapy(CCRT) had the advantage of therapeutic response over XRT alone and therapeutic side effect more commonly occurred in CCRT group in EORTC(European Organization for Research and Treatment of Cancer) and other trials. Objectives : We compared therapeutic response, compliance, and side effects between CCRT and XRT in patients with advanced NSCLC. Patients and METHOD: Thirty patients with biopsy-proven inoperable NSCLC were randomized to one of two treatment arms. Arm A consisted of XRT, radiotherapy for 4~6 weeks(1.8 Gy given 20~33 times, in five fractions a week), and arm B consisted of CCRT, radiotherapy for 2 weeks(3 Gy given 10 times, in five fractions a week), followed by 3 week rest period and then radiotherapy 2 more weeks(2.5 Gy given 10 timed in five fractions a week), combined with 6mg cisplatin per square meter, given daily before radiotherapy. We evaluate therapeutic response, compliance, change of performance status, side effects, and radiation pneumonitis by using the author's made scoring system. RESULTS: There was no significant difference in therapeutic response and compliance. But there was a significantly lower laboratory complication and radiation pneumonitis in CCRT group (p<0.05). There's significant negative correlation between stage and therapeutic response score in both groups(R=0.353, p<0.05). In both groups, patients with squamous cell carcinoma had a tendency to higher therapeutic response score than those with adenocarcinoma. CONCLUSION: There was. no difference between CCRT and XRT in respect to therapeutic response and compliance. But CCRT had a advantage of decreased side effects.
Adenocarcinoma ; Arm ; Carcinoma, Non-Small-Cell Lung ; Carcinoma, Squamous Cell ; Cause of Death ; Chemoradiotherapy* ; Cisplatin ; Combined Modality Therapy ; Compliance ; Female ; Humans ; Incidence ; Lung Neoplasms* ; Lung* ; Male ; Radiation Pneumonitis ; Radiotherapy*

PURPOSE: Return of spontaneous circulation (ROSC) is closely related to a favorable treatment outcome in out-of-hospital cardiac arrest and is also a reliable treatment target in clinical trials. The aim of this study is the identification of major factors affecting field ROSC by analyzing the updated data encompassing the pre-hospital treatment processes. METHODS: This is a retrospective review of cardiopulmonary resuscitation (CPR) cases performed by 119 rescuers before hospital arrival from January 2012 to December 2014 in one province. Cases with traumatic cardiac arrest, unnecessary CPR, arrest occurred during transport, under age 14 years, and incomplete medical records were excluded. RESULTS: Of 1,832 patients enrolled in the study, ROSC was achieved in 99 cases (5.4%). Among them, 50 (50.5%) had ROSC at the event field and others achieved ROSC during the transport process, respectively. Total cases were divided into two groups based on ROSC before arrival at the hospital. Age, underlying cardiovascular illnesses, the event place, presence of a witness, bystander CPR, application of an automated external defibrillator (AED), the initial shockable rhythm, defibrillation, advanced airway, hydration, the arrival time of rescuer CPR, application time of AED, and defibrillation showed significant statistical differences. In multivariate analysis, age, defibrilOf 1,832 patients enrolled in the study, ROSC was achieved in 99 cases (5.4%). Among them, 50 (50.5%) had ROSC at the event field and others achieved ROSC during the transport process, respectively. Total cases were divided into two groups based on ROSC before arrival at the hospital. Age, underlying cardiovascular illnesses, the event place, presence of a witness, bystander CPR, application of an automated external defibrillator (AED), the initial shockable rhythm, defibrillation, advanced airway, hydration, the arrival time of rescuer CPR, application time of AED, and defibrillation showed significant statistical differences. In multivariate analysis, age, defibrillation, hydration, bystander CPR, and the call-to-rescuer CPR interval appeared to be correlated with field ROSC. CONCLUSION: To improve the survival rate through field ROSC, a public campaign to improve bystander CPR, prompt recognition of cardiac arrest, and rapid application of pre-hospital treatment and political support of the public institution are mandatory.
Cardiopulmonary Resuscitation ; Defibrillators ; Emergency Medical Services ; Heart Arrest ; Humans ; Medical Records ; Multivariate Analysis ; Out-of-Hospital Cardiac Arrest* ; Retrospective Studies ; Survival Rate ; Treatment Outcome

This retrospective observational case series on eyes from three patients was done to elucidate the developmental mechanism of spontaneous reattachment of rhegmatogenous retinal detachment (SRRRD). The study eyes of each patients showed evidence of retinal break and diffuse retinal pigmentary change. Ultrasound biomicroscopic examination revealed vitreous fibers attached to the area around the retinal break. Posterior vitreous attachment was confirmed in each eye. A thin fibrovascular membrane incompletely sealing the retinal break was noted in one case. We suggest that the vitreous attachment around the retinal break and the sealing of the break with adjacent vitreous fibers seem to be involved in the developmental mechanism of SRRRD.
Adult ; Atrophy ; Disease Progression ; Female ; Humans ; Male ; Middle Aged ; Remission, Spontaneous ; Retina/*abnormalities/pathology/*physiopathology ; Retinal Detachment/*etiology/pathology/*physiopathology ; Retinal Pigment Epithelium/abnormalities/pathology/physiopathology ; Retrospective Studies ; Vitreous Body/abnormalities/pathology/physiopathology ; Young Adult

Tuberculomas of the lung are rare in children and one of the more common lesions presenting a solitary pulmonary nodule roetgenorgraphically. We are reporting of a 3-year-old child with a tuberculoma in left upper lobe. The patient was initially diagnosed as the benign mediastinal tumor but in the end as tuberculoma in left uper lobe. Wedge resection including the mass was done. The tumor had brown smooth external surfaces on sectioning including the mass was done. The tumor had brown smooth external surfaces on sectioning show pale gray and soft cut surface was shown. In light electromicroscopy chronic granulomas with multinucleated giant cells and central caseous necrosis were observed which are the characteristics of tuberculoma. The postopeative course was smooth and uneventful and patient has been well for 4 months postoperatively.
Child* ; Child, Preschool* ; Giant Cells ; Granuloma ; Humans ; Lung ; Necrosis ; Solitary Pulmonary Nodule ; Tuberculoma*

Hemangioma of the liver is usually asymptomatic and incidentally discovered. However, giant hemangioma of the liver may be symptomatic, which is an indication for treatment. A 31-year-old female was admitted with a fever and 1-month history of a nonproductive cough. Her blood test results revealed thrombocytopenia, anemia, and mild coagulopathy. A giant hemangioma of the liver was the cause of her symptoms and signs, and was too large for surgical treatment. Therefore, we performed two sessions of transcatheter hepatic arterial embolization (TAE). The patient has been doing well without fever for 1 year following the second TAE procedure. Surgical resection and enucleation are the traditional treatments of choice for symptomatic giant hemangioma of the liver. However, the signs and symptoms of giant hemangioma of the liver improved by TAE in the present case. We herein report a case of complicated giant hemangioma of the liver that was partially treated by TAE and conservative management.
Adult ; Anemia ; Cough* ; Female ; Fever* ; Hemangioma* ; Hematologic Tests ; Humans ; Liver* ; Thrombocytopenia

PURPOSE: To identify the correlation between preoperative optical coherence tomography (OCT) features and postoperative visual outcomes in eyes with idiopathic macular holes (MHs). METHODS: Data from 55 eyes with idiopathic MHs which had been sealed by vitrectomy were retrospectively reviewed. Correlation analysis was conducted between postoperative visual acuity (V(postop), logarithm of the minimum angle of resolution [logMAR]) and preoperative factors, including four OCT parameters: the anticipated length (A) devoid of photoreceptors after hole closure, MH height (B), MH size (C), and the grading (D) of the viability of detached photoreceptors. Additionally, the formula for the prediction of visual outcome was deduced. RESULTS: V(postop) was determined to be significantly correlated with the preoperative visual acuity (V(preop)) and OCT parameters A, C, and D (p<0.001). Based on the correlation, the formula for the prediction of V(postop) was derived from the most accurate regression analysis: V(postop)=0.248xV(preop)+1.1x10(-6)xA(2)-0.121xD+0.19. CONCLUSIONS: The length and viability of detached photoreceptors are significant preoperative OCT features for predicting visual prognosis. This suggests that, regardless of the MH size and symptom duration, active surgical intervention should be encouraged, particularly if the MH exhibits good viability in the detached photoreceptor layer.
Cell Survival ; Female ; Follow-Up Studies ; Humans ; Male ; Middle Aged ; Photoreceptor Cells, Vertebrate/*pathology ; Prognosis ; Retinal Perforations/*pathology/physiopathology/surgery ; Retrospective Studies ; Tomography, Optical Coherence ; Visual Acuity/*physiology ; Vitrectomy/methods

A 66-year-old female who had undergone surgery for a herniated disc at the L5-S1 level at another hospital 3 months earlier was admitted with persistent back and leg pain. She was diagnosed with spondylodiscitis at the L5-S1 level by magnetic resonance imaging. A biopsy was performed, and Candida parapsilosis and Enterococcus faecium were isolated from the excised material. We report herein a case of successful treatment of polymicrobial spondylodiscitis in accordance with accurate microbiological diagnosis. Based on this case, we hope to encourage physicians to perform biopsies more aggressively or repeatedly to improve the diagnostic yield.
Aged ; Biopsy ; Candida ; Coinfection ; Diagnosis ; Discitis* ; Enterococcus faecium ; Female ; Hope ; Humans ; Intervertebral Disc Displacement ; Leg ; Magnetic Resonance Imaging

Autografts ; Bone Remodeling ; Cleidocranial Dysplasia ; Denture, Overlay ; Dentures ; Humans ; Orthodontic Extrusion ; Osseointegration ; Osteoblasts ; Osteogenesis ; Palate ; Prostheses and Implants ; Tooth ; Tooth, Deciduous ; Tooth, Impacted ; Tooth, Supernumerary

BACKGROUND: The 24-hour mean blood pressure (mBP) is the best predictor of organ damage; however, it is not easily applicable in clinical practice. The APrODiTe study suggested that systolic blood pressure (SBP) values at 7:00 AM and 9:30 PM were associated with the 24-hour mSBP in patients with chronic kidney disease (CKD). We investigated the association of the SBP values at these time-points with the renal outcomes in patients with diabetic CKD during 1-year follow-up. METHODS: Ninety-six patients with diabetic CKD were included at 1-year follow-up. The renal outcomes were an increase in the random urine protein/creatinine ratio or estimated glomerular filtration rate (eGFR) deterioration, which means a decrease in eGFR ≥5 mL/min/1.73 m² compared to the baseline values. RESULTS: The baseline SBP values at 7:00 AM, and 9:30 PM, and the 24-hour mSBP were 135.6±24.9 mmHg, 141.7±25.6 mmHg, and 136.4±20.7 mmHg, respectively. The SBP values measured at the same time-points after 1 year were similar to those at baseline. The SBP at 7:00 AM was significantly associated with eGFR deterioration in the univariate and multivariate analyses (odds ratio [OR]: 1.032; 95% confidence interval [CI]: 1.006–1.059; p=0.016). The SBP at 7:00AM and 24-hour mSBP did not show a concordant association with sustained proteinuria in the linear and logistic analyses. In the subgroup analysis, the association between the SBP at 7:00 AM and eGFR deterioration persisted in patients with CKD stage 3–5 (OR: 1.041; 95% CI: 1.010–1.073; p=0.010). CONCLUSION The SBP at 7:00 AM, in addition to the 24-hour mSBP, is also associated with eGFR deterioration in patients with diabetic CKD, particularly in those with CKD stage 3–5.