• Title/Summary/Keyword: Binary logistic regression

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Evaluating Effectiveness of Lane Departure Warning System by User Perceptions (차선이탈경고장치(LDWS) 이용자 만족도 평가 연구)

  • Joo, Shin-Hye;Oh, Cheol;Lee, Jae-Wan;Lee, Eun-Deok
    • Journal of Korean Society of Transportation
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    • v.30 no.2
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    • pp.43-52
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    • 2012
  • A lane departure warning system (LDWS) is an effective technology-based countermeasure for preventing traffic crashes as it provides warning information to drivers. Understanding the characteristics of perception and satisfaction levels on LDWS is fundamental for deriving better performance and functionality enhancements of the system. The purpose of this study is to evaluate the user satisfaction of LDWS. A survey to collect user perception and user preference data was conducted. Both cross-tabulation analysis and binary logistic regression technique were adopted to identify the factors affecting user satisfaction for LDWS. The results revealed that the accuracy and timeliness of warning information was significant for evaluating the effectiveness of LDWS. In particular, the warning accuracy at a curve segment on the road was the most dominant factor affecting user satisfaction. The outcome of this study would be valuable in evaluating and designing LDWS functionalities.

Factors Affecting Recovery of Spontaneous Circulation in Patients Before Cardiac Arrest in Emergency Department: 2012~2016 Focused on Medical Records Data (응급실 도착 전 심정지 환자의 자발순환 회복 여부에 미치는 요인 -2012~2016 의무기록 자료를 중심으로-)

  • Kim, Seok-hwan
    • The Korean Society of Law and Medicine
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    • v.19 no.2
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    • pp.209-233
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    • 2018
  • The purpose of this study was to ascertain whether or not to recover the spontaneous circulation of patients with cardiac arrest before arrival in the emergency room for 5 years (2012 to 2016), and try to investigate the factors affecting this. In this research, we used the "raw material for acute cardiac arrest survey" conducted in "Disease management headquarters" from 2012 to 2016 for the whole country of our country as the main material. In this study, 136,212 cardiac arrest patients were analyzed in the study data of the cardiac arrest in the country during the 5 years from 2012 to 2016. We performed a Chi-square analysis to analyze the recovery of spontaneous circulation before arrival in the emergency room according to general characteristics, social·demographic characteristics, and developmental characteristics. and We performed a Binary logistic regression analysis to determine the factors affecting the recovery of spontaneous circulation. The analysis results of this study show that whether CPR sustained transport before endoplasmic reticulum arrival, whether to witness an acute cardiac arrest before arrival in the emergency room, the type of general cardiopulmonary resuscitation, the location of acute cardiac arrest, the acute heart Causes of stoppage cause factor of whether spontaneous circulation recovery recovers before arrival of the endoplasmic reticulum(P<0.001, P<0.01). Therefore, it is necessary to strengthen systematic government health policy implementation and dissemination and health education focusing on factors that affect recovery of spontaneous circulation of cardiac arrest patients.

The Analysis of Factors That Influence the First Childbirth Intentions Among Married Working Women in South Korea - Focusing on Working Conditions And Workplace Pro-natal Programs - (직장 기혼 여성의 첫 자녀 출산의사와 관련된 근로 및 출산장려제도 요인 분석)

  • Lee, Seung Ju;Moon, Seung Hyun
    • Korean Journal of Family Social Work
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    • no.55
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    • pp.129-156
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    • 2017
  • The study was conducted to identify factors that affect the first childbearing decisions among married working women in South Korea and thereby to gain insight into effective ways to improve relatively low fertility and unfavorable workplace conditions for women of childbearing age. This study used the merged data(1st-5th waves) from Korean Longitudinal Survey of Women and Families (KLoWF), which were measured by the Korean Women's Development Institute. With 1,020 married business women, cross tab and binary logistic regression were conducted to determine which factors were significantly associated with the first childbearing decisions.

The Effect of Social Isolation on Dementia in rural elderly: Comparison Between Young-old and Old-old Group (농촌 노인의 사회적 고립이 치매에 미치는 영향 : 전기노인과 후기노인 비교 분석)

  • Lee, Sangchul
    • Korean Journal of Social Welfare Studies
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    • v.48 no.2
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    • pp.143-171
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    • 2017
  • Along with the well-established evidence on the negative effect of social isolation on physical mental health and mortality, increasing attention has been paid to multi-dimensional nature of social isolation. In this study, the main effect and interaction effect of objective and subjective social isolation on heterogeneous age cohort related to the onset of dementia, which is becoming a social problem due to rapid aging of health issues, was examined through binary logistic regression analysis. Data came from the first wave of Korean Social Life, Health and Aging Project (KSHAP) (N= 814). Findings showed 1) in the young-old, objective isolation was a significant on the incidence of dementia, 2) in the old-old, subjective isolation increased the risk of dementia. In summary, the relative influence of objective and subjective social isolation related to the incidence of dementia varies depending on the young-old and old-old. On the other hand, the interaction effect of objective and subjective social isolation on dementia was not significant in both the young-old and old-old. Based on the findings, we discussed implications and suggestions for future research and relevant policy and program development(dementia-friendly communities) for ameliorating objective and subjective social isolation.

Risk Factors for Depression of Patients with Tuberculosis in Tuberculosis Specialty Hospital (결핵전문병원에 입원한 결핵환자의 우울증위험인자)

  • Wang, Jung-Hyun;Park, Chul-Soo;Kim, Bong-Jo;Lee, Cheol-Soon;Cha, Boseok;Lee, So-Jin;Lee, Dongyun;Seo, Ji-Yeong;Ahn, InYoung;Baek, Jong Chul;Kang, Hyung Seok;Moon, Sung Ho
    • Korean Journal of Psychosomatic Medicine
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    • v.23 no.2
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    • pp.114-120
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    • 2015
  • Objectives : This study aimed to investigate the risk factors of depression for patients with tuberculosis(TB). Methods : A total of 57 patients with TB were recruited. All participants completed the Becks Depression Inventory-II for evaluating depressive symptoms. The risk factor for depression was analyzed by binary logistic regression analysis. Nomogram was performed for probability of depression. Results : Low body mass index(BMI, OR 0.801, 95% CI 0.65, 0.98), interruption of treatment for TB(OR 5.908, 95% CI 1.19, 29.41), past history of depression(OR 24.653, 95% CI 1.99, 308.44) were associated with increased risk for depression. The calibration curve for predicting probability of survival showed a good agreement between the nomogram and actual observation(Original C-index=0.789, bias corrected C-index=0.754). Conclusions : The result of the present study indicate that low BMI, interruption of treatment for TB, and past history of depression were risk factors for depression in patients with TB. The psychiatric intervention may be needed to prevent depression if the patients with TB have risk factor during treatment for TB.

Examining the Factors Affecting the Correctional Officer's Preference toward the Institute for Forensic Psychiatry (정신질환 전문 교정시설에 대한 교도관의 선호도에 영향을 미치는 요인에 관한 연구)

  • Hong, Moon-Ki;Park, Jongsun
    • Journal of Digital Convergence
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    • v.19 no.10
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    • pp.21-28
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    • 2021
  • This study examines factors affecting correction officer's preference toward institute for forensic psychiatric. The data were collected from the correction officers who worked at the six correctional facilities in 2019. Binary logistic regression was used to find the factors on the officer's preference. The result showed that the correction officers had their own preference toward prison for forensic psychiatric, and the preference was positively related to the age of the officer, work experience at the mental health center, mentally-ill prisoner's fighting as the rule-violation in prison, refusal of medical treatment, and lack of laws and regulations for the mentally-ill prisoners. In contrast, there was a negative relationship between the officer's rank and the preference for forensic psychiatric. More work needs to be done in the future research to collect more samples and include a broader ranger of variables than now.

The Fate of Proximal Junctional Vertebral Fractures after Long-Segment Spinal Fixation : Are There Predictable Radiologic Characteristics for Revision surgery?

  • Jang, Hyun Jun;Park, Jeong Yoon;Kuh, Sung Uk;Chin, Dong Kyu;Kim, Keun Su;Cho, Yong Eun;Hahn, Bang Sang;Kim, Kyung Hyun
    • Journal of Korean Neurosurgical Society
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    • v.64 no.3
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    • pp.437-446
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    • 2021
  • Objective : To investigate the radiographic characteristics of the uppermost instrumented vertebrae (UIV) and UIV+1 compression fractures that are predictive of revision surgery following long-segment spinal fixation. Methods : A total 27 patients who presented newly developed compression fracture at UIV, UIV+1 after long segment spinal fixation (minimum 5 vertebral bodies, lowest instrumented vertebra of L5 or distal) were reviewed retrospectively. Patients were divided into two groups according to following management : revisional surgery (group A, n=13) and conservative care (group B, n=14). Pre- and postoperative images, and images taken shortly before and after the occurrence of fracture were evaluated for radiologic characteristics Results : Despite similar degrees of surgical correction of deformity, the fate of the two groups with proximal junctional compression fractures differed. Immediately after the fracture, the decrement of adjacent disc height in group A (32.3±7.6 mm to 23.7±8.4 mm, Δ=8.5±6.9 mm) was greater than group B (31.0±13.9 mm to 30.1±15.5 mm, Δ=0.9±2.9 mm, p=0.003). Pre-operative magnetic resonance imaging indicated that group A patients have a higher grade of disc degeneration adjacent to fractured vertebrae compared to group B (modified Pfirrmann grade, group A : 6.10±0.99, group B : 4.08±0.90, p=0.004). Binary logistic regression analysis indicated that decrement of disc height was the only associated risk factor for future revision surgery (odds ratio, 1.891; 95% confidence interval, 1.121-3.190; p=0.017). Conclusion : Proximal junctional vertebral compression fractures with greater early-stage decrement of adjacent disc height were associated with increased risk of future neurological deterioration and necessity of revision. The condition of adjacent disc degeneration should be considered regarding severity and revision rate of proximal junctional kyphosis/proximal junction failures.

Association of Social Exclusion on Depression in Middle and Older Elderly: Focusing on Gender Differences (사회적 배제와 중·고령 노인 우울의 연관성: 성별 차이를 중심으로)

  • Lee, Yejin;Noh, Young-min;Kim, Jin-uk;Ha, Yeong-eun;Lee, Ju Hyun;Noh, Jin-Won
    • Journal of Digital Convergence
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    • v.17 no.2
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    • pp.293-301
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    • 2019
  • The purpose of this study is to redefine 7 social exclusion factors and to derive association between social exclusion factors and depression of middle and older elderly, focused on gender differences. The elderly aged over 50 years old were extracted from the data of the Korean Longitudinal Study of Ageing (KLoSA) in 2016. The data was analyzed by descriptive analysis, chi-squared test, and binary logistic regression analysis, using SAS 9.4. As a result, the elderly who were excluded from labor, residence, health, and relationship were found to be associated to depression. In addition, male with resident exclusion were associated with depression compared to non-excluded. Therefore, it is necessary to improve the local community programs in which elderly people can participate in labor and cultural activity. It is necessary to improve labor and culture exclusion by increasing the participation opportunities of various cultural programs. In addition, it is needed to establish specific guidelines for eliminating the social exclusion of overall elderly.

A Convergence Study on association of Internet Use Time with Perceived Status in Adolescents (청소년 인터넷 사용시간이 청소년 주관적 상태에 미치는 영향에 대한 융합연구)

  • Baek, Seung Hee;Kim, Ji hyun
    • Journal of the Korea Convergence Society
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    • v.9 no.11
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    • pp.153-159
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    • 2018
  • The purpose of this study is to grasp the internet use time that young people use for purposes other than learning purpose, to grasp the perceived status of the youth according to internet use time and to grasp the interrelationships of them. Using the 2016 youth health behavior online survey, the odds ratios and 95% confidence intervals of perceived status according to internet use time were calculated by binary logistic regression analysis. The main results are as follows. In perceived health and perceived oral health the odds ratios of perceived who feel that they are perceived and unhealthy as the time spent using the Internet increased significantly compared to those who did not use the Internet for learning purposes. In the perceived body type, the odds ratio of being overweight increased significantly with longer internet use time. The odds ratios of perceived happiness were 1.19 times (CI = 1.10-1.30) higher than the perceived expectation of unhappiness when using the Internet for over 300 minutes. The use of the internet for a long time other than the purpose of learning may have a negative effect on the health and happiness of the youth, so we think that the recommended time for using the internet is necessary.

Learning acoustic cue weights for Korean stops through L2 perception training (지각 훈련을 통한 한국어 폐쇄음 음향 신호 가중치의 L2 학습)

  • Oh, Eunjin
    • Phonetics and Speech Sciences
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    • v.13 no.4
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    • pp.9-21
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    • 2021
  • This study investigated whether Korean learners improve acoustic cue weights to identify Korean lenis and aspirated stops in the direction of native values through perception training that focused on contrasting the stops in various phonetic contexts. Nineteen native Chinese learners of Korean and two native Korean instructors for the perception training participated in the experiment. A training group and a non-training group were divided according to pretest results, and only the training group participated in the training for 5 days. To estimate the perceptual weights of the stop cues, a pretest and a posttest were conducted with stimuli whose stop cues (F0 and VOT) were systematically manipulated. Binary logistic regression analyses were performed on each learner's test results to calculate perceptual β coefficients, which estimate the perceptual weights of the acoustic cues used in identifying the stop contrast. The training group showed a statistically significant increase of 0.451 on average in the posttest for the coefficient values of the F0, which is the primary cue for the stop contrast, whereas the non-training group showed an insignificant increase of 0.246. The patterns of change in the F0 use after training varied considerably among individual learners.