Use of Principal Components Analysis to Identify Relevant Health Care Parameters Among Nursing Staff on Satisfaction Perception of Health Care Services in Selected Hospitals of Goa

Debasis Patnaik, Shashi L. Yadav, Nilay Pradeep Rajderkar
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Abstract

Health concept is multi-faceted in which healthcare services analysis is an important issue that warrants multivariate approaches (Klomp and de Haan 2009). Hospitals have constraints such as buildings in dilapidated conditions, inadequate equipment, lack of emergency/ intensive care services, access to pharmacy and supplies, lack of qualified staff and inadequate maintenance of medical records (Indian Public Health Standards (IPHS) Guidelines for District Hospitals Directorate General of Health Services Ministry of Health & Family Welfare Government of India, 2012). The aim of the study is to identify relevant health care parameters by use of pca on response data of nurses revealing satisfaction. A cross-sectional, descriptive study was conducted between May 2016 to December 2018. A simple random technique was used to obtain a sample of 450 clients. However, a total of 395 clients participated in the study. Government Hospitals were selected along with private hospitals of Goa. Ethical clearance was obtained from Director, Directorate of Health Services, Goa and Medical Superintendent of a private hospital. Further permission was obtained from respective Head of Department of the hospitals under study. Initially, a sampling frame of HCRs available in each ward was prepared. Selected wards included Department of Obstetrics/ Gynecology, Medicine, Surgery, Orthopaedic and General ward. On an average 25-30 clients were admitted in the wards of the hospital. Based on the weights in the PC1 component, we see that Empathy, Responsiveness, in service education and Equipment carry the maximum weight in the component that explains most of the variance, and are hence significant to us.
用主成分分析确定果阿邦选定医院护理人员对卫生保健服务满意度感知的相关卫生保健参数
健康概念是多方面的,其中医疗服务分析是一个重要的问题,保证多元方法(Klomp和de Haan 2009)。医院存在一些制约因素,如建筑物破旧、设备不足、缺乏急诊/重症监护服务、无法获得药品和用品、缺乏合格的工作人员以及医疗记录的保存不足(印度卫生服务总局《印度公共卫生标准地区医院指南》,印度政府卫生和家庭福利部,2012年)。本研究的目的是利用pca对护士满意度的回应数据进行分析,以确定相关的卫生保健参数。2016年5月至2018年12月期间进行了一项横断面描述性研究。一个简单的随机技术被用来获得450个客户的样本。然而,共有395名客户参与了这项研究。政府医院和果阿邦的私立医院一起被选中。获得果阿邦卫生服务局局长和一家私立医院医疗监督的道德许可。还获得了所研究医院的各自部门主管的进一步许可。最初,准备了每个病房可用的hcr抽样框架。入选病房包括妇产科、内科、外科、骨科和普通病房。该医院的病房平均收治25-30名病人。基于PC1分量的权重,我们看到共情、响应、服务教育和设备在解释大部分方差的分量中占有最大的权重,因此对我们来说是重要的。
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