Personalized Information Services for Quality of Life: The Case of Airborne Pollen Induced Symptoms

نویسندگان

  • Dimitris Voukantsis
  • Kostas D. Karatzas
  • Siegfried Jaeger
  • Uwe Berger
چکیده

Allergies due to airborne pollen affect approximately 15-20% of European citizens; therefore, the provision of health related services concerning pollen-induced symptoms can improve the overall quality of life. In this paper, we demonstrate the development of personalized quality of life services by adopting a data-driven approach. The data we use consist of allergic symptoms reported by citizens as well as detailed pollen concentrations of the most allergenic taxa. We apply computational intelligence methods in order to develop models that associate pollen concentration levels with allergic symptoms on a personal level. The results for the case of Austria, show that this approach can result to accurate and reliable models; we report a correlation coefficient up to r=0.70 (average of 102 citizens). We conclude that some of these models could serve as the basis for personalized health services.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Personalized Immunology in Cancer: Paving the Way Towards a Better Quality of Life

Conventionally, in specific diseases, patients receive similar therapies; relying on a "one size fits all" approach. The discovery of P5 (Predictive, Preventive, Personalized, Participatory, and psycho-cognitive) improves personalized diagnosis, treatment, and prognosis. Considering the high prevalence, mortality rate, and complexity of cancers, there is a critical necessity to choose specific ...

متن کامل

Investigation of Medication Dosage Influences from Biological Weather

Airborne pollen has been associated with allergic symptoms in sensitized individuals, whereas atmospheric pollution indisputably aggravates the impact on the overall quality of life. Therefore, it is of major importance to correlate, forecast and disseminate information concerning high concentration levels of allergic pollen types and air pollutants to the public, in order to safeguard the qual...

متن کامل

Evaluation of Quality of Life in the Elderly With Chemotherapy-Induced Peripheral Neuropathy in Selected Educational Centers of Iran University of Medical Sciences in 2020

Background and Aim: Today's knowledge is looking for a way to prolong life. Scientific advances to provide a longer life are challenging due to the problems that a person faces with increasing age in different systems. This adds to the importance of paying attention to the phenomenon of aging and having physiological and psycho-social information of the elderly person and his life situation for...

متن کامل

Spatial Analysis Quality of Life in Urban Areas Using Geographic Information System (GIS) (Case Study: District 2 of Mashhad)

The present study is descriptive-analytical and for the purpose of application. The main objective of the present research is to develop a combination of quality of life indicators for neighborhoods in District 2 of Mashhad. The required information was obtained from the municipality of Mashhad and the questionnaire was used. According to the population of Region 2 in 1395, which is 513365 peop...

متن کامل

Personalized Immunology in Cancer: Paving the Way Towards a Better Quality of Life

Conventionally, in specific diseases, patients receive similar therapies; relying on a "one size fits all" approach. The discovery of P5 (Predictive, Preventive, Personalized, Participatory, and psycho-cognitive) improves personalized diagnosis, treatment, and prognosis. Considering the high prevalence, mortality rate, and complexity of cancers, there is a critical necessity to choose specific ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2011