• Journal of Digital Convergence
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• v.16 no.1
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• pp.231-242
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• 2018

The efficient management of the Length of Stay(LOS) is important in hospital. It is import to reduce medical cost for patients and increase profitability for hospitals. In order to efficiently manage LOS, it is necessary to develop an artificial intelligence-based prediction model that supports hospitals in benchmarking and reduction ways of LOS. In order to develop a predictive model of LOS for acute stroke patients, acute stroke patients were extracted from 2013 and 2014 discharge injury patient data. The data for analysis was classified as 60% for training and 40% for evaluation. In the model development, we used traditional regression technique such as multiple regression analysis method, artificial intelligence technique such as interactive decision tree, neural network technique, and ensemble technique which integrate all. Model evaluation used Root ASE (Absolute error) index. They were 23.7 by multiple regression, 23.7 by interactive decision tree, 22.7 by neural network and 22.7 by esemble technique. As a result of model evaluation, neural network technique which is artificial intelligence technique was found to be superior. Through this, the utility of artificial intelligence has been proved in the development of the prediction LOS model. In the future, it is necessary to continue research on how to utilize artificial intelligence techniques more effectively in the development of LOS prediction model.

• The Journal of the Korea Contents Association
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• v.17 no.4
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• pp.63-71
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• 2017

The purpose of current investigation was identified to the effects of swallowing training with surface electromyography biofeedback on swallowing function and dietary level, satisfaction in acute stroke patients with dysphagia. Sixteen acute stroke patients with dysphagia was participated in our study. All stroke paitents were allocated in randomly to experiemental group(n=8) and control group(n=8). Both group received traditional dysphagia therapy during 30min/day, five per week, for four weeks. experimental group was perfomed swallowing training with surface electromyography biofeedback, additionally 30 min/day, and control group received only swallowing training, additionally 30 min/day. Assessments evaluated Functional Dysphagia Scale(FDS) and Penetration-Aspiration Scale(PAS) for measure of swallowing function, and Functional Oral Intake Scale(FOIS) assessed for measure of dietary level. satisfaction assessed by using Visual Analog Satisfaction Scale(VASS). In results, after intervention both group improved significant on swallowing function, and dietary level, compared to before intervention(p<0.05). After intervention, satisfaction of both group was not significant difference(p>0.05). In comparison of change score between two group, experimental group improved significantly than control group in dietary level(p<0.05). Swallowing training with surface electromyography biofeedback may be a effective dysphagia therapy to improve on dietary level in acute stroke patients with dysphagia.

• Journal of Digital Convergence
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• v.11 no.6
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• pp.221-233
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• 2013

This study aims to develop the severity-adjusted length of stay(LOS) model for acute stroke patients using data from the hospital discharge survey and propose management of length of stay(LOS) for acute stroke patients and using for Hospital management. The dataset was taken from 23,134 database of the hospital discharge survey from 2004 to 2009. The severity-adjusted LOS model for the acute stroke patients was developed by data mining analysis. From decision making tree model, the main reasons for LOS of acute stroke patients were acute stroke type. The difference between severity-adjusted LOS from the decision making tree model and real LOS was compared and it was confirmed that insurance type and bed number of hospital, location of hospital were statistically associated with LOS. And to conclude, hospitals should manage the LOS of acute stroke patients applying it into the medical information system.

• Journal of the Korea Academia-Industrial cooperation Society
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• v.15 no.1
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• pp.274-282
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• 2014

This study aimed to investigate the general characteristics of patients with acute cerebral infarction, the characteristics of its treatment and its correlation with stroke rating scale and to analyze the factors that affect patient's quality of life. The subject of this study was 576 patients who survived more than a year after they were diagnosed with cerebral infarction that occurred within 7 days and discharged from a study center. Their quality of life was investigated through phone interview. The average age of subjects was $65.8{\pm}12.4$ years old and male subjects took up 62% among all subjects. The mean of quality of life showed $0.77{\pm}0.29$. There was statistically significant difference in factors such as gender, age, hypertension, atrial fibrillation, stroke history and smoking. The result of multiple regression analysis showed the quality of life was lower in females than in males and it was significantly low in older subjects or those with stroke history. Also high stroke scale was related to significantly low quality of life. As such, hospitalized patients due to stroke should receive appropriate intervention during the hospitalization and after their discharge and the development of program is required to prevent relapse.

• Korean Journal of Psychosomatic Medicine
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• v.20 no.2
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• pp.98-104
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• 2012

Objectives : This study aimed to investigate the correlations between neurological and psychiatric symptoms at two weeks after stroke. Methods : For 412 stroke patients, stroke severity was evaluated by the National Institutes of Health Stroke Scale(NIHSS), disability by the Barthel Index(BI) and modified Rankin Scale(mRS), cognitive function by the Korean Mini-Mental State Examination(K-MMSE), and muscle power by grip strength. Psychiatric symptoms were assessed by Symptom check list-90-Revision(SCL-90-R), consisted of nine symptom domains : Somatization, Obsessive-compulsive, Interpersonal sensitivity, Depression, Anxiety, Hostility, Phobic anxiety, Paranoid ideation, Psychoticism, and Additional items. The correlations between the neurological and psychiatric symptoms were investigated at the time of admission and before discharge(i.e. before and after treatment). Results : At the time of admission, NIHSS score was associated with scores on Phobic anxiety and Additional items ; and scores on BI and mRS were associated with Depression, Phobic anxiety and Additional items. At the time of discharge, NIHSS score was associated with scores on Somatization, Depression, Phobic anxiety, and Additional items ; scores on BI and mRS were associated with scores on Depression, Phobic anxiety and Additional items ; MMSE score was associated with Obsessive-compulsive, Depression, Phobic anxiety, and Additional items ; and grip strength was associated with Somatization, Depression, Anxiety and Additional items. Conclusions : More severe neurological symptoms were associated with higher psychiatric morbidity particularly in depression, phobic anxiety, sleep and appetite disturbance at acute stage of stroke. More intensive psychiatric care and intervention are needed for the high risk group.

• The Journal of the Korean life insurance medical association
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• v.19
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• pp.109-117
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• 2000

연구배경 : 3대 특정질병 진단보험금지급의 양상과 경향을 평가하고자 하였다. 방법 : 1997년 7월${\sim}$1999년 3월까지 당사의 한 건강보험가입자 중 1998년 1월${\sim}$1999년 9월 기간동안 당사 약관상의 정의에 의한 악성종양, 급성심근경색증, 뇌졸중으로 진단보험금이 지불된 총 411건에 대해 조사하였다. 결과 : 3대 특정질병 진단보험금 지급건 총 411건의 구성을 보면 악성종양이 290건(70.6%), 급성심근경색이 25건(6.1%) 그리고 뇌졸중이 96건(23.3%)이었다. 남녀비율은 남자 280건(68.1%), 여자 131건(31.9%)이었다. 3대 특정질병 진단급여금 지급건의 평균연령은 $3.88{\pm}5.9$이었다. 3대 특정질병 진단보험금 지불건은 $30{\sim}39$세 연령대에서 187건(45.4%)으로 가장 많았고, 그 다음으로 $40{\sim}49$세 연령대 178건(43.2%)의 순이었다. 계약시점에서 3대 특정질병 진단보험금 지급 시까지 평균진단확정 기간은 325.2일${\pm}$184.9일 이었다. 계약 후 12개월 내에 진단지급보험금 발생건은 총 193건(55.3%)이었고, 12개월 이후에 지급된 건은 156건(44.7%)이었다. 계약 후 12개월 내에 진단지금보험금 발생건 193건을 분석하여 보면 3개월 이상${\sim}$4개월 미만이 40건(20.7%)로 가장 많았다. 악성종양의 신체계통별로 보면 소화기관>유방>여자생식기>호흡기계 순이었다. 악성종양을 장기별로 보면 위암>유방암>간암 및 담도계암>결장암과 직장암, 자궁경부암의 순이었다. 남자의 경우 위암>간암 및 담도계암>결장암과 직장암의 순이었고 여자의 경우 유방암>자궁경부암(상피내암 제외)>결장암, 직장암의 순이었다. 뇌졸중의 종류별 빈도를 보면 뇌경색증(47.9%)>뇌내출혈(34.4%)>거미막하출혈(9.4%)의 순이었다. 결론 : 3대 특정질병 중 악성종양이 다수를 차지하고 있었고, 남자가 여자보다 훨씬 많았고 주로 $30{\sim}39$세 연령대, $40{\sim}49$세 연령대였다. 계약 후 12개월 내에 진단지급보험금 발생건을 분석하여 보면 3개월 이상${\sim}$4개월 미만이 40건(20.7%)으로 가장 많았다는 것은 역선택의 가능성 그리고 제척기간 중 발생한 3대 특정질환이 3개월 이후 특히 3개월 이상${\sim}$4개월 미만 사이에 지급청구되었을 가능성을 시사하는 것으로 사료된다.

• Investigative Magnetic Resonance Imaging
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• v.6 no.1
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• pp.55-63
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• 2002

Purpose : We investigated the predictive values of relative CBV measured with perfusion MR imaging, and relative CBF measured with SPECT for tissue outcome in acute ischemic stroke. Material and Methods : Thirteen patients, who had acute unilateral middle cerebral artery occlusion, underwent perfusion MR imaging, and $^{99m}Tc-HMPAO$ SPECT within 6 hours after the onset of symptoms. Lesion-to-contralateral ratios of perfusion parameters were measured, and best cut-off values of both parameter ratios with their accuracy to discriminate between regions with and without evolving infarction were calculated. Results : Mean relative CBV ratios in regions with evolving infarction and without evolving infarction were $0.58{\pm}0.27$ and $0.9{\pm}0.17$ (p < 0.001), and mean relative CBF ratios in those regions were $0.41{\pm}0.22$ and $0.71{\pm}0.14$ (p < 0.001). The best cutoff values to discriminate between regions with and without evolving infarction were estimated to be 0.80 for relative CBV ratio and 0.56 for relative CBF ratio. The sensitivity, specificity and efficiency of each cutoff value were 80.6, 87.5, 82.7% for relative CBV ratio, and 72.2, 75.0, 73.0% for relative CBF ratio (p > 0.05 between two parameters). Conclusion Measurement of relative CBV and relative CBE may be useful in predicting tissue outcome in acute ischemic stroke.

• Journal of the Korea Academia-Industrial cooperation Society
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• v.14 no.2
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• pp.737-743
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• 2013

This study was to investigate the effects of balance and trunk repositioning sense through multisensorial training using visual cue deprivation in subacute stroke patients. Multisensorial training group practiced after visual deprivation, control group practiced in the same training except visual deprivation with thirty subjects. Both groups were conducted training programs on sixty minutes a day, five days a week during four weeks. The subjects were evaluated by static balance, dynamic balance and trunk repositioning sense in the pre-posttest. There was significant improvement by multisensorial training that static balance, dynamic balance and the trunk repositioning sense between pretest and post test (p<.05). There were significantly differences in the amount of change of dynamic balance, trunk repositioning sense between the two groups(p<.05). Through this study, multisensorial training suggest that is effective in the improvement of dynamic balance and trunk repositioning sense.

• Korean Journal of Psychosomatic Medicine
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• v.10 no.1
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• pp.27-36
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• 2002

Objectives : Stroke is a chronic condition that may carry significant negative impact on the quality of life in patients. Research, treatment and rehabilitation on stoke, however, have focused on physical aspects, neglecting its psychiatric aspects and quality of life. So, aim of this study is to compare quality of life in stroke patients and healthy controls by using WHO Quality of Life(QOL) Scale that evaluates the domains of physical health, psychological health, social relationship and environment. Additionally, relationship between clinical factors in patients with stroke and their quality of life were explored. Methods : 98 patients in acute stage of stroke and 24 healthy controls were recruited in this study and WHO QOL Scales were completed. Total scores and scores of domains of WHO QOL Scale in two groups were compared. Correlation analysis and multiple regression analysis were performed to examine the relationship between quality of life and the clinical characteristics in patients with stroke. Results : Total scores and scores of all domains of WHO QOL scale in patients with stroke were decreased compared to those in healthy controls. Clinical characteristics including the depression, anxiety, social support system showed significant correlation with quality of life in general and most of subscales of QOL. And male patients have higher level of quality of life than female patients. But, physical disabilities rated with Barthel's index did not show significant correlation with quality of life. Multiple regression revealed that the severity of depression, anxiety, gender, and level of social support system were factors directly affecting the quality of life in the patients with stroke. Conclusion : Quality of life in patients with stroke was poorer than that of healthy controls. The severity of depression, anxiety, gender, and the level of social support system were related to the quality of life in the patients with stroke.

• Journal of agricultural medicine and community health
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• v.35 no.4
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• pp.405-416
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• 2010

Objectives: This study was conducted to evaluate factors related to the degree of disability of stroke patients in a rural community. Methods: The study subjects included 641 patients selected from 975 stroke patients over the age of 50 with brain lesion-related disabilities living in Gyeongju, Korea, an urban-rural consolidated community. The data were obtained by interviews from July to October 2008. The subjects were divided into a seriously disabled group (1st and 2nd disability grade) and mildly disabled group (3th, 4th, 5th and 6th disability grade) by degree of disability according to registered disability grade. The collected data were analyzed using the SPSS 14.0 statistical package. Results: The study subjects included 379 males (59.1%) and 262 females (40.9%), and most patients were in their 70s (256 cases, 39.9%). The seriously disabled group included 287 patients (44.8%) and the mildly disabled group included 354 persons (55.2%). Age, prehospital delayed time and number of related chronic diseases were risk factors for serious disability (p<0.05). Conclusions: Our results indicate that the degree of disability can be reduced by decreasing prehospital delayed time. We suggest that education of high risk groups and establishment of emergency services as well as a transport system for stroke patients are required to reduce the degree of disability due to stroke.