• 제목/요약/키워드: multilevel linear regression model

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요추 추간판제거술 환자의 일일진료비에 영향을 주는 요인 - 선형회귀와 다수준 선형회귀 모델의 비교 (Factors Affecting the Daily Charges in Patients with Lumbar Discectomy - A Comparison of linear regression versus Multilevel Modeling)

  • 김상미;이해종
    • 한국병원경영학회지
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    • 제20권1호
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    • pp.53-64
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    • 2015
  • Our objective was to evaluate differences in linear regression versus multilevel(cross-level interaction model) modeling for affecting factors lumbar discectomy. The data were used in 2011 patients with HIRA sample data. Total number of analysis is 3,641 patients and 248 hospitals. The results of research model showed that the type and location of the hospital-level factors were significant. However, all factors of patient-level were similar in the two models. Therefore, it requires the selection of an appropriate model for a more accurate analysis of the influencing factors in the daily medical charge.

위계적 선형모형의 이해와 활용 (Understanding and Application of Hierarchical Linear Model)

  • 유정진
    • 아동학회지
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    • 제27권3호
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    • pp.169-187
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    • 2006
  • A hierarchical linear model(HLM) provides advantages over existing traditional statistical methods (e.g., ordinary least squares regression, repeated measures analysis of variance, etc.) for analyzing multilevel/longitudinal data or diary methods. HLM can gauge a more precise estimation of lower-level effects within higher-level units, as well as describe each individual's growth trajectory across time with improved estimation. This article 1) provides scholars who study children and families with an overview of HLM (i.e., statistical assumptions, advantages/disadvantages, etc.), 2) provides an empirical study to illustrate the application of HLM, and 3) discusses the application of HLM to the study of children and families. In addition, this article provided useful information on available articles and websites to enhance the reader's understanding of HLM.

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Influence of the Nursing Practice Environment on Job Satisfaction and Turnover Intention

  • Lee, Sang-Yi;Kim, Chul-Woung;Kang, Jeong-Hee;Yoon, Tae-Ho;Kim, Cheoul Sin
    • Journal of Preventive Medicine and Public Health
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    • 제47권5호
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    • pp.258-265
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    • 2014
  • Objectives: To examine whether the nursing practice environment at the hospital-level affects the job satisfaction and turnover intention of hospital nurses. Methods: Among the 11 731 nurses who participated in the Korea Health and Medical Workers' Union's educational program, 5654 responded to our survey. Data from 3096 nurses working in 185 general inpatient wards at 60 hospitals were analyzed using multilevel logistic regression modeling. Results: Having a standardized nursing process (odds ratio [OR], 4.21; p<0.001), adequate nurse staffing (OR, 4.21; p<0.01), and good doctor-nurse relationship (OR, 4.15; p<0.01), which are hospital-level variables based on the Korean General Inpatients Unit Nursing Work Index (KGU-NWI), were significantly related to nurses' job satisfaction. However, no hospital-level variable from the KGU-NWI was significantly related to nurses' turnover intention. Conclusions: Favorable nursing practice environments are associated with job satisfaction among nurses. In particular, having a standardized nursing process, adequate nurse staffing, and good doctor-nurse relationship were found to positively influence nurses' job satisfaction. However, the nursing practice environment was not related to nurses' turnover intention.

개인 건강행태 및 지역보건의료 수준과 치료순응의 관계: 지역사회 건강조사 바탕으로 (A Study on the Relationship between Individual Patient Behavior, Medical Care Level and Therapeutic Compliance: Community Health Survey)

  • 김영란;이태용;박창수
    • 한국산학기술학회논문지
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    • 제17권5호
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    • pp.104-115
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    • 2016
  • 연구목적: 본 연구는 의사로부터 고혈압으로 진단받은 사람들을 대상으로 개인 건강행태 및 지역 보건의료수준이 치료순응에 미치는 영향을 파악하고자 실시하였다. 고혈압 치료순응은 고혈압 약물치료율로 조작적 정의를 하였다. 정의는 의사에게 고혈압을 진단받은 30세 이상 사람 중 현재 혈압 조절약을 한 달(30일)에 20일 이상 복용하고 있는 사람의 분율로 정의하였다. 연구방법: 2010년도 지역사회건강조사대상 만 19세 이상 성인 229,229명을 대상으로 개인특성에 따른 고혈압 치료순응지표의 차이 비교는 카이제곱 검정을 사용하였으며, 개인 및 지역수준 변수를 고려한 고혈압 치료순응의 관련지표의 지역 간 변이 파악은 다수준 로지스틱회귀분석 실시하였다. 통계 프로그램은 SPSS 18.0과 HLM 7(hierarchical linear model)을 이용하였다. 연구결과: 개인 건강행태 및 지역 보건의료수준이 고혈압 치료순응에 미치는 관련성 연구에서 건강행태 및 지역의 보건의료수준에 따라, 치료순응에 미치는 영향이 크다는 것을 알 수 있었다. 결론: 본 연구에서는 지역보건의료 수준의 변수들의 교차비가 높지는 않았지만, 개인수준의 변이에 초점을 맞춘 기존연구와는 달리 지역보건의료수준의 변이를 찾을 수 있었다는데 의의가 있었으며, 추후 많은 연구에서 지역수준을 고려한 다수준 분석이 필요할 것으로 사료된다.