Correlation Clustering of Stable Angina Clinical Care Patterns for 506 Thousand Patients
المؤلفون المشاركون
Vassányi, István
Kósa, István
Vassy, Zsolt
المصدر
Journal of Healthcare Engineering
العدد
المجلد 2017، العدد 2017 (31 ديسمبر/كانون الأول 2017)، ص ص. 1-10، 10ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2017-11-14
دولة النشر
مصر
عدد الصفحات
10
التخصصات الرئيسية
الملخص EN
Objectives.
Our goal was to apply statistical and network science techniques to depict how the clinical pathways of patients can be used to characterize the practices of care providers.
Methods.
We included the data of 506,087 patients who underwent procedures related to ischemic heart disease.
Patients were assigned to one of the 136 primary health-care centers using a voting scheme based on their residence.
The clinical pathways were classified, and the spectrum of the pathway types was computed for each center, then a network was built with the centers as nodes and spectrum correlations as edge weights.
Then Louvain clustering was used to group centers with similar pathway spectra.
Results.
We identified 3 clusters with rather distinct characteristics that occupy quite compact spatial areas, though no geographical information was used in clustering.
Network analysis and hierarchical clustering show the dominance of medical university clinics in each cluster.
Conclusion.
Though clinical guidelines provide a uniform regulation for medical decisions, doctors have great freedom in daily clinical practice.
This freedom leads to regional preferences of certain clinical pathways, the intercenter professional links, and geographical locality and coupled with quantifiable consequences in terms of care costs and periprocedural risk of patients.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Vassy, Zsolt& Kósa, István& Vassányi, István. 2017. Correlation Clustering of Stable Angina Clinical Care Patterns for 506 Thousand Patients. Journal of Healthcare Engineering،Vol. 2017, no. 2017, pp.1-10.
https://search.emarefa.net/detail/BIM-1181167
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Vassy, Zsolt…[et al.]. Correlation Clustering of Stable Angina Clinical Care Patterns for 506 Thousand Patients. Journal of Healthcare Engineering No. 2017 (2017), pp.1-10.
https://search.emarefa.net/detail/BIM-1181167
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Vassy, Zsolt& Kósa, István& Vassányi, István. Correlation Clustering of Stable Angina Clinical Care Patterns for 506 Thousand Patients. Journal of Healthcare Engineering. 2017. Vol. 2017, no. 2017, pp.1-10.
https://search.emarefa.net/detail/BIM-1181167
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1181167
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر