Towards an evidence-based decision making healthcare system management: Modelling patient pathways to improve clinical outcomes |
Abstract:
The concept of patient flow modelling has attracted managers, commissioners and clinicians to better understand the operational and clinical functions of the healthcare system. In this context, the current study has two objectives: First, to introduce a random effects continuation-ratio logit model, suitable for detecting stage wise transitions, to patient pathways modelling. Second, we aim at advancing our knowledge with regard to the application of modelling techniques to patient pathways. We study individual clinical pathways of chronic obstructive pulmonary disease (COPD) patients, a source of concern for major stakeholders. Data on COPD patients were extracted from the national English Hospital Episodes Statistics dataset. Individual patient pathways from initial admission through to more than four readmissions are captured. We notice that as patients are frequently readmitted, males are more likely to be in the higher risk group than females. Furthermore, the number of previous readmissions has a direct impact on the propensity of experiencing a further readmission. This model is very useful in detecting themost critical threshold at whichmultiple readmissions are more probable. Clinicians should note that a first readmission signifies a problem in the process of care and if care is not taken this may be the beginning of many subsequent readmissions. Our method could easily be implemented as a decision support tool to determine disease specific probabilities of multiple readmissions. Therefore, this could be a valuable tool for clinicians, health care managers, and policy makers for informed decision making in the management of diseases, which ultimately contributes to improved measures for hospital performance management |
| Keywords: |
Patient pathways Random effects modelling Emergency readmissions |
| Author(s): |
. |
| Source: |
Decision Support Systems 55 (2013) 117–125 |
| Subject: |
تصمیم گیری |
| Category: |
مقاله مجله |
| Release Date: |
2013 |
| No of Pages: |
9 |
| Price(Tomans): |
0 |
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بر اساس شرایط و ضوابط ارسال مقاله در سایت مدیر، این مطلب توسط یکی از نویسندگان ارسال گردیده است. در صورت مشاهده هرگونه تخلف، با تکمیل فرم گزارش تخلف حقوق مؤلفین مراتب را جهت پیگیری اطلاع دهید.
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