Literature DB >> 21626293

Early warning system for financially distressed hospitals via data mining application.

Ali Serhan Koyuncugil1, Nermin Ozgulbas.   

Abstract

The aim of this study is to develop a Financial Early Warning System (FEWS) for hospitals by using data mining. A data mining method, Chi-Square Automatic Interaction Detector (CHAID) decision tree algorithm, was used in the study for financial profiling and developing FEWS. The study was conducted in Turkish Ministry of Health's public hospitals which were in financial distress and in need of urgent solutions for financial issues. 839 hospitals were covered and financial data of the year 2008 was obtained from Ministry of Health. As a result of the study, it was determined that 28 hospitals (3.34%) had good financial performance, and 811 hospitals (96.66%) had poor financial performance. According to FEWS, the covered hospitals were categorized into 11 different financial risk profiles, and it was found that 6 variables affected financial risk of hospitals. According to the profiles of hospitals in financial distress, one early warning signal was detected and financial road map was developed for risk mitigation.

Mesh:

Year:  2011        PMID: 21626293     DOI: 10.1007/s10916-011-9694-1

Source DB:  PubMed          Journal:  J Med Syst        ISSN: 0148-5598            Impact factor:   4.460


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  1 in total

1.  An Imbalanced Learning based MDR-TB Early Warning System.

Authors:  Sheng Li; Bo Tang; Haibo He
Journal:  J Med Syst       Date:  2016-05-21       Impact factor: 4.460

  1 in total

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