Technical Efficiency Evaluation of Ardabil Hospitals Affiliated to University of Medical Sciences using Artificial Neural Network Method

نویسندگان

  • Bagheri Faradonbeh, Saeed Ph.D. of Health Economics, Health Management and Economics Research Center, Iran University of Medical Sciences, Tehran, Iran
  • Alipour , Vahid Assistant Professor, Health Management and Economics Research Center, Iran University of Medical Sciences, Tehran, Iran
  • Gholami Somarin , Arsalan MSc in Health Economics, Health Management and Economics Research Center, Iran University of Medical Sciences, Tehran, Iran
  • Rezapour , Aziz Associate Professor, Health Management and Economics Research Center, Iran University of Medical Sciences, Tehran, Iran
  • Sedaghi , Zahra MSc student in Healthcare Management, School of Health Management and Information Sciences, Iran University of Medical Sciences, Tehran, Iran
چکیده

Background: The optimal management of hospitals as the most important centers for providing health services has always been the focus of decision makers and policymakers. The present study aimed to evaluate the technical efficiency of hospitals affiliated to Ardebil University of Medical Sciences using Artificial Neural Network (ANN) method. Methods: The present descriptive, applied, and cross-sectional study was conducted in 2017. The study population consisted of 8 educational and therapeutic centers affiliated to Ardabil University of Medical Sciences and Health Services. Census sampling method was applied to select the participants and researcher-made checklists were used to collect the data. The artificial neural network method was also used to investigate the study objectives. The applied network was a multi-layer prospectron with a Levenberg Marquardt optimization function, a sigmoid tangent transfer function in the middle layer, and a linear function in the output layer. For processing and preparing data, Excel spreadsheet was used and Matlab software were used for analyzing and designing the network. Results: The results showed that the average technical efficiency of the studied hospitals was 0.75. Ardabil Bou Ali, Khalkhal Imam Khomeini, and Meshkinshahr Valiasr hospitals had the highest technical efficiency (1.00). With regard to the hospital bed occupancy rate, Germi Velayat hospital had the lowest efficiency rate (0.75). Furthermore, Parsabad Imam Khomeini hospital had the lowest efficiency in the number of discharged healthy patients (0.69) in 2017. Finally, the improvement space of each variable was calculated to achieve the total technical efficiency. Conclusion: According to the results, one of the factors that decreases  the technical efficiency of the educational centers is the low rate of hospital beds' utilization and occupancy rate. In other words, lack of full-capacity operation by the hospital centers and the low rates of active hospital bed imposed costs and consequently reduced the hospitals' performance.

برای دانلود باید عضویت طلایی داشته باشید

برای دسترسی به متن کامل این مقاله و 10 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

assessment of the efficiency of s.p.g.c refineries using network dea

data envelopment analysis (dea) is a powerful tool for measuring relative efficiency of organizational units referred to as decision making units (dmus). in most cases dmus have network structures with internal linking activities. traditional dea models, however, consider dmus as black boxes with no regard to their linking activities and therefore do not provide decision makers with the reasons...

scour modeling piles of kambuzia industrial city bridge using hec-ras and artificial neural network

today, scouring is one of the important topics in the river and coastal engineering so that the most destruction in the bridges is occurred due to this phenomenon. whereas the bridges are assumed as the most important connecting structures in the communications roads in the country and their importance is doubled while floodwater, thus exact design and maintenance thereof is very crucial. f...

Investigation of nursing job satisfaction in University hospitals affiliated to Hormozgan University of Medical Sciences

Introduction: Today, health system is challenging with decreased or lack of nursing job satisfaction. Lack of nursing satisfaction that are major human resources of health, can lead to decrease quality of services, desertion, and work absence by nurses. Current study reviewed the nursing job satisfaction in teaching hospitals affiliated to Hormozgan University of Medical Sciences. Methods: In d...

متن کامل

EFQM-based Self-assessment of Quality Management in Hospitals Affiliated to Kerman University of Medical Sciences

Background and Objectives: There is a growing tendency in Iran’s health sector for adoption of standard excellence models for improving quality in healthcare organizations. The European Foundation of Quality Management (EFQM) model is a widely used framework for continuous quality management within healthcare facilities. The purpose of this article is to extend the view of current status of qua...

متن کامل

Airborne Fungi Spores in Different Wards of Hospitals Affiliated to Kerman University of Medical Sciences

Introduction:The infections resulting from opportunist invasive fungi,such as Aspergillus,are an increasingly developing problem in haspitalized patients especially those suffering from immunosuppressive deficiencies.   Method:In this study,air sampling from selected wards of three hospitals affiliated to Kerman University of Medical Sciences was carried out 2 times/day over 7 months (May-Oct...

متن کامل

Primary Peritonitis in Children and Infants Referred to Hospitals Affiliated to Shiraz University of Medical Sciences

Considering the great advances regarding the diagnosis and treatment of peritonitis and with respect to the prevalence of patients with primary peritonitis referred to hospitals affiliated to Shiraz university of Medical sciences, this study was performed to evaluate the predisposing and prognostic factors of this condition in children during the years 1982-1992 The descriptive protocol of thi...

متن کامل

ذخیره در منابع من

ذخیره در منابع من ذخیره شده در منابع من

{@ msg_add @}

  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی راحت تر خواهید کرد

دانلود متن کامل

برای دسترسی به متن کامل این مقاله و 10 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید


عنوان ژورنال:

دوره 4  شماره 3

صفحات  197- 206

تاریخ انتشار 2019-12

با دنبال کردن یک ژورنال هنگامی که شماره جدید این ژورنال منتشر می شود به شما از طریق ایمیل اطلاع داده می شود.

کلمات کلیدی

میزبانی شده توسط پلتفرم ابری doprax.com

copyright © 2015-2021