• Title/Summary/Keyword: statistical data analysis

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An Empirical Study on the Determinants of Job Satisfaction among Care Givers: Focus on Care Givers Working in Care Facilities of Chung Nam Province (요양보호사의 직무만족결정요인 연구: 충남지역 입소시설요양보호사를 중심으로)

  • Cho, Seon-Hee;Park, Hyun-Sik
    • 한국노년학
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    • v.32 no.4
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    • pp.1199-1215
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    • 2012
  • The purpose of this study is to investigate the determinants of job satisfaction among care givers. Finding out the determinants of job satisfaction among care givers, the dependent variables were defined 3 groups with 9 sub-factors, such as personal factors of growth needs and self-efficacy, job factors of job diversity, job autonomy, job importance, role clarity and workload, organizational factors of comradeship, education & training. For the study, data were collected form 479 care givers working in 52 care facilities of Chung Nam Province and analyzed them by regression analysis technique using the SPSS 20.0 statistical package. The results are as followings, job diversity, job importance, comradeship, education & training have positive effects on job satisfaction respectively, workload effects on it negatively, but growth needs, self-efficacy, job autonomy, role clarity no effectiveness on job satisfaction. Based on the results of study, theoretical implications are discussed for care givers to promote the job satisfaction and suggested the directions for further study. Further more, the findings provide the basic sources for care giver human resource management in long term care facilities which are suffering from recruiting of care giver, and it also contribute to successful management of long term care insurance system as a meaningful suggestion.

"Post-Decompressive Neuropathy": New-Onset Post-Laminectomy Lower Extremity Neuropathic Pain Different from the Preoperative Complaint

  • Boakye, Lorraine A.T.;Fourman, Mitchell S.;Spina, Nicholas T.;Laudermilch, Dann;Lee, Joon Y.
    • Asian Spine Journal
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    • v.12 no.6
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    • pp.1043-1052
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    • 2018
  • Study Design: Level III retrospective cross-sectional study. Purpose: To define and characterize the presentation, symptom duration, and patient/surgical risk factors associated with 'post-decompressive neuropathy (PDN).' Overview of Literature: PDN is characterized by lower extremity radicular pain that is 'different' from pre-surgical radiculopathy or claudication pain. Although it is a common constellation of postoperative symptoms, PDN is incompletely characterized and poorly understood. We hypothesize that PDN is caused by an intraoperative neuropraxic event and may develop early (within 30 days following the procedure) or late (after 30 days following the procedure) within the postoperative period. Methods: Patients who consented to undergo lumbar laminectomy with or without an instrumented fusion for degenerative lumbar spine disease were followed up prospectively from July 2013 to December 2014. Relevant data were extracted from the charts of the eligible patients. Patient demographics and surgical factors were identified. Patients completed postoperative questionnaires 3 weeks, 3 months, 6 months, and 1 year postoperatively. Questions were designed to characterize the postoperative pain that differed from preoperative pain. A diagnosis of PDN was established if the patient exhibited the following characteristics: pain different from preoperative pain, leg pain worse than back pain, a non-dermatomal pain pattern, and nocturnal pain that often disrupted sleep. A Visual Analog Scale was used to monitor the pain, and patients documented the effectiveness of the prescribed pain management modalities. Patients for whom more than one follow-up survey was missed were excluded from analysis. Results: Of the 164 eligible patients, 118 (72.0%) completed at least one follow-up survey at each time interval. Of these eligible patients, 91 (77.1%) described symptoms consistent with PDN. Additionally, 75 patients (82.4%) described early-onset symptoms, whereas 16 reported symptoms consistent with late-onset PDN. Significantly more female patients reported PDN symptoms (87% vs. 69%, p=0.03). Patients with both early and late development of PDN described their leg pain as an intermittent, constant, burning, sharp/stabbing, or dull ache. Early PDN was categorized more commonly as a dull ache than late-onset PDN (60% vs. 31%, p=0.052); however, the difference did not reach statistical significance. Opioids were significantly more effective for patients with early-onset PDN than for those with late-onset PDN (85% vs. 44%, p=0.001). Gabapentin was most commonly prescribed to patients who cited no resolution of symptoms (70% vs. 31%, p=0.003). Time to symptom resolution ranged from within 1 month to 1 year. Patients' symptoms were considered unresolved if symptoms persisted for more than 1 year postoperatively. In total, 81% of the patients with early-onset PDN reported complete symptom resolution 1 year postoperatively compared with 63% of patients with late-onset PDN (p=0.11). Conclusions: PDN is a discrete postoperative pain phenomenon that occurred in 77% of the patients who underwent lumbar laminectomy with or without instrumented fusion. Attention must be paid to the constellation and natural history of symptoms unique to PDN to effectively manage a self-limiting postoperative issue.

Determinants of the Elder's Life Satisfaction by Gender (성별에 따른 고령자 생활만족도 결정요인)

  • You, Sohyen;Park, Chang-Je
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.11
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    • pp.244-252
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    • 2018
  • The purpose of this study is to empirically analyse determinants of elders' life satisfaction by gender and discuss policy implications for the findings. Data was obtained from the Social Statistics Survey conducted by the Korea National Statistical Office in 2013. From this dataset, 9,456 elders aged 60 and above (4,113 male, 5,343 female) were selected for this study. Results of ordered logit analysis found differences for determinants of elders' life satisfaction by gender. Results of this study can be summarized as follows: First, age has a significant positive effect on only male elders' life satisfaction. Second, education level has a significant positive effect on both male and female elders' life satisfaction. Third, having a spouse has a significant positive effect on only male elders' life satisfaction. Fourth, household income has a significant positive effect on both male and female elders' life satisfaction. Fifth, consumption life satisfaction has a significant positive effect on both male and female elders' life satisfaction. Sixth, house ownership has a significant positive effect on both male and female elders' life satisfaction. Seventh, preparation for aging has a significant positive effect on both male and female elders' life satisfaction. Eighth, each of three types of social support has a significant positive effect on both male and female elders' life satisfaction. Ninth, cohabitation with children has a significant negative effect on both male and female elders' life satisfaction. Tenth, volunteerism has a significant positive effect on only male elders' life satisfaction. Eleventh, social group participation has a significant positive effect on both male and female elders' life satisfaction.

Predicting Corporate Bankruptcy using Simulated Annealing-based Random Fores (시뮬레이티드 어니일링 기반의 랜덤 포레스트를 이용한 기업부도예측)

  • Park, Hoyeon;Kim, Kyoung-jae
    • Journal of Intelligence and Information Systems
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    • v.24 no.4
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    • pp.155-170
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    • 2018
  • Predicting a company's financial bankruptcy is traditionally one of the most crucial forecasting problems in business analytics. In previous studies, prediction models have been proposed by applying or combining statistical and machine learning-based techniques. In this paper, we propose a novel intelligent prediction model based on the simulated annealing which is one of the well-known optimization techniques. The simulated annealing is known to have comparable optimization performance to the genetic algorithms. Nevertheless, since there has been little research on the prediction and classification of business decision-making problems using the simulated annealing, it is meaningful to confirm the usefulness of the proposed model in business analytics. In this study, we use the combined model of simulated annealing and machine learning to select the input features of the bankruptcy prediction model. Typical types of combining optimization and machine learning techniques are feature selection, feature weighting, and instance selection. This study proposes a combining model for feature selection, which has been studied the most. In order to confirm the superiority of the proposed model in this study, we apply the real-world financial data of the Korean companies and analyze the results. The results show that the predictive accuracy of the proposed model is better than that of the naïve model. Notably, the performance is significantly improved as compared with the traditional decision tree, random forests, artificial neural network, SVM, and logistic regression analysis.

A Study on the Improvement of Safety Training of Shipbuilding Industry by Analysis of Serious Accidents in Shipbuilding Industry (조선업 중대재해 분석을 통한 조선업 안전교육 개선에 관한 연구)

  • Lee, Jin-Woo;Han, Cheol-Ho;Lee, Young-Ho
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.23 no.7
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    • pp.858-868
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    • 2017
  • Korea's shipbuilding industry has led the world in the technical area over the last century. Despite this commendable performance, around 2,000 workers experience accidents almost every year with 40 being killed. This raises a question of whether the safety level of our shipbuilding industry, in particular the safety of workers, is actually at the world-class level. Accordingly, this research has analyzed several types of safety training currently provided in the field through investigating statistical data of serious accidents occurring from 2006 to 2015 in the domestic shipbuilding industry, analyzing its occurrence and causes, and conducting a survey targeting employees in the shipbuilding industry. Based on this, it has investigated problems of safety training in the shipbuilding industry and suggested improvements. First, it is essential to create a standard system for safety training in the shipbuilding industry to address problems of different kinds and levels of safety training provided by each shipyard and low quality of training, and operate more organized and systemized training. Second, safety training curriculum specializing in the shipbuilding industry should continue to be developed and standardized based on a standard system for safe training to prevent serious accidents and improve safety awareness of workers. Lastly, both employers and employees should actively provide and participate in safety training to secure safety of workers through preventing serious accidents and ultimately create safety-first culture in workplace.

Evaluating usability of and satisfaction with two types of dental CAD software (두 종류 치과 임플란트 캐드 소프트웨어의 사용자 편의성 및 만족도 비교)

  • Kim, Seong-Min;Lee, Wan-Sun;Son, Keunbada;Lee, Kyu-Bok
    • Journal of Dental Rehabilitation and Applied Science
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    • v.35 no.1
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    • pp.11-19
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    • 2019
  • Purpose: This study evaluated the usability of and satisfaction with two types of computer-aided design (CAD) software among users who had experience with dental implant CAD software and those who did not. Materials and Methods: Dental technicians (n = 20) who had previous experience with dental implant CAD Software and students from the College of Dentistry (n = 12) who had never designed implant custom abutments were asked to evaluate two types of CAD Software, Exocad and Deltanine. In addition, the participants were asked to fill out a structured questionnaire (Section 1: Entering basic information and retrieving files; Section 2: Setting conditions before abutment design; Section 3: Setting abutment design; and Section 4: Overall satisfaction). For the statistical analysis of the collected data, Mann-Whitney U test was used (${\alpha}=.05$). Results: The ease of design and satisfaction with the implant CAD Software, evaluated with respect to 21 statements divided into four Stages, were significantly higher for Exocad in both groups for Secion 1. For Sections 2 and 3, participants with experience evaluated Deltanine to be significantly better. For Section 4, both groups evaluated Exocad Software to be better. Conclusion: Overall, the Exocad Software was evaluated as having better usability and offering greater satisfaction. However, in terms of performance in the core of the design process, i.e. Sections 2 and 3, Deltanine was rated higher by the experienced users. Thus, if the user interface design parts are supplemented, Deltanine CAD Software could be put to a wider use in clinics.

Assessment of mulberry leaf as a potential feed supplement for animal feeding in P.R. China

  • Cai, Ming;Mu, Lan;Wang, Zong-li;Liu, Jian-yong;Liu, Tian-liang;Wanapat, Metha;Huang, Bi-zhi
    • Asian-Australasian Journal of Animal Sciences
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    • v.32 no.8
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    • pp.1145-1152
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    • 2019
  • Objective: Mulberry (Morus alba L.) is a cultivated shrub grown widely in the sub-tropical and tropical areas. It has been shown that mulberry leaf contains high levels of protein while having polyphenols as phytonutrients. Therefore, it is important to conduct an experiment to assess potential toxic level from mulberry on behavior, blood hematological and coagulation parameter using Sprague-Dawley (SD) rats. Methods: Both male and female SD rats were given an intragastric administration of respective treatments of mulberry leaf intakes (control, low and high levels). Parameters of feed intake, hematological and coagulation of blood parameters, as well as liveweight changes were taken during the 7 d of adaptation, 28 d of treatment exposure, and 14 d of recovery periods, respectively. All treatment data were statistically analyzed using analysis of variance of SPSS17.0 for Windows Statistical Software following the Randomized complete block design with sex as a block. Results: Most of the parameters of the physical symptoms of the SD rats, were not significantly different (p>0.05) when compared with that of the control group. Those which remain unchanged in each dose group were, body weight (BW) gain, feed intake, the hematology and coagulation indexes. Although, there were a few individual indicators that were abnormal, but the overall physiological appearance of the rats were normal. Conclusion: Results under this experiment revealed that most hematological and coagulation parameters of the SD rats in both male and female were normal, although the weight gain of female rats in high-dose group was significantly reduced than those of the male rats. Under this study, the use of mulberry leaf up to 2 g/kg BW did not result in abnormal phenomenon in the SD rats. These findings would offer useful information for further in vivo feeding trials in animals to extensively use of mulberry leaf to improve animal production, particularly in P.R. China.

Locking horizontal mattress suture as the alternative closure method for scalp lacerations difficult to suture with staple (두피 봉합기로 봉합하기 어려운 두피 열상에 시행한 잠금 수평 매트리스 봉합법의 유용성 관찰 연구)

  • Sah, Seung Woo;Seol, Seunghwan;Lee, Woon Jeong;Woo, Seon Hee;Kim, Dae Hee;Lee, June Young;In, Sangkook;Kim, Bonggyeom
    • Journal of The Korean Society of Emergency Medicine
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    • v.29 no.6
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    • pp.649-655
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    • 2018
  • Objective: This paper reports the possibility of using of a locking horizontal mattress suture technique in repairing lacerations that are difficult to suture with staples. Methods: Data were collected retrospectively over a 6-month period regarding the routine repair of scalp lacerations: those in areas injured by a high energy blunt mechanism, continued to bleed after pressure, nonlinear or damaged skin repaired with a locking horizontal mattress technique, and simple interrupted technique. The effects of the two techniques used to repair scalp lacerations on wound healing, complication rate, and patient satisfaction were examined. The categorical variables are expressed as the number and percent. A Mann-Whitney-Wilcoxon test was used for statistical analysis. A P-value less than 0.05 was considered significant. Results: Thirty-seven consecutive patients with scalp lacerations presented for care. Wound closure was accomplished with the locking horizontal mattress sutures in 40.5% (n=15) (median length, 5.0 cm; interquartile range [IQR], 4.0-7.0 cm). Simple interrupted sutures (median length, 4 cm; IQR, 3.0-5.0 cm) were used in 59.5% (n=22) (P=0.015). The frequency of additional bandage compression (P=0.008), frequency of exudative hemorrhage (P=0.018), and suture mark frequency at suture removal (P=0.047) were significantly lower in the locking horizontal mattress group. Conclusion: The locking horizontal mattress suture, which has the advantage of a horizontal mattress suture, may be one of the ways that can be used alternatively to treat scalp lacerations that difficult to suture with staples.

Analyzing Tasks in the Statistics Area of Korean and Singaporean Textbooks from the Perspective of Mathematical Modeling: Focusing on 7th Grade (수학적 모델링 관점에 따른 한국과 싱가포르의 통계영역 과제 분석: 중학교 1학년 교과서를 중심으로)

  • Kim, Somin
    • Journal of the Korean School Mathematics Society
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    • v.24 no.3
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    • pp.283-308
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    • 2021
  • This study aims to analyze statistical tasks in Korean and Singaporean textbooks with the mathematical modeling perspective and compare the learning contents and experiences of students from both countries. I analyzed mathematical modeling tasks in the textbooks based on five aspects: (1) the mathematical modeling process, (2) the data type, (3) the expression type, (4) the context, and (5) the mathematical activity. The results of this study show that Korean and Singaporean textbooks provide the highest percentage of the "working-with-mathematics" task, the highest percentage of the "matching task," and the highest percentage of the "picture" task. The real-world context and mathematical activities used in Korean and Singaporean textbooks differed in percentage. This study provides implications for the development of textbook tasks to support future mathematical modeling activities. This includes providing a balanced experience in mathematical modeling processes and presenting tasks in various forms of expression to raise students' cognitive level and expand the opportunity to experience meaningful mathematizing. In addition, it is necessary to present a contextually realistic task for students' interest in mathematical modeling activities or motivation for learning.

Successful Motor Evoked Potential Monitoring in Cervical Myelopathy : Related Factors and the Effect of Increased Stimulation Intensity

  • Shim, Hyok Ki;Lee, Jae Meen;Kim, Dong Hwan;Nam, Kyoung Hyup;Choi, Byung Kwan;Han, In Ho
    • Journal of Korean Neurosurgical Society
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    • v.64 no.1
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    • pp.78-87
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    • 2021
  • Objective : Intraoperative neurophysiological monitoring (IONM) has been widely used during spine surgery to reduce or prevent neurologic deficits, however, its application to the surgical management for cervical myelopathy remains controversial. This study aimed to assess the success rate of IONM in patients with cervical myelopathy and to investigate the factors associated with successful baseline monitoring and the effect of increasing the stimulation intensity by focusing on motor evoked potentials (MEPs). Methods : The data of 88 patients who underwent surgery for cervical myelopathy with IONM between January 2016 and June 2018 were retrospectively reviewed. The success rate of baseline MEP monitoring at the initial stimulation of 400 V was investigated. In unmonitorable cases, the stimulation intensity was increased to 999 V, and the success rate final MEP monitoring was reinvestigated. In addition, factors related to the success rate of baseline MEP monitoring were investigated using independent t-test, Wilcoxon rank-sum test, chi-squared test, and Fisher's exact probability test for statistical analysis. The factors included age, sex, body mass index, diabetes mellitus, smoking history, symptom duration, Torg-Pavlov ratio, space available for the cord (SAC), cord compression ratio (CCR), intramedullary increased signal intensity (SI) on magnetic resonance imaging, SI length, SI ratio, the Medical Research Council (MRC) grade, the preoperative modified Nurick grade and Japanese Orthopedic Association (JOA) score. Results : The overall success rate for reliable MEP response was 52.3% after increasing the stimulation intensity. No complications were observed to be associated with increased intensity. The factors related to the success rate of final MEP monitoring were found to be SAC (p<0.001), CCR (p<0.001), MRC grade (p<0.001), preoperative modified Nurick grade (p<0.001), and JOA score (p<0.001). The cut-off score for successful MEP monitoring was 5.67 mm for SAC, 47.33% for the CCR, 3 points for MRC grade, 2 points for the modified Nurick grade, and 12 points for the JOA score. Conclusion : Increasing the stimulation intensity could significantly improve the success rate of baseline MEP monitoring for unmonitorable cases at the initial stimulation in cervical myelopathy. In particular, the SAC, CCR, MRC grade, preoperative Nurick grade and JOA score may be considered as the more important related factors associated with the success rate of MEP monitoring. Therefore, the degree of preoperative neurological functional deficits and the presence of spinal cord compression on imaging could be used as new detailed criteria for the application of IONM in patients with cervical myelopathy.