[Forecasting of prevalence of cardio-vascular pathology in children population]

Insights

Statistical modeling accurately forecasts childhood circulatory diseases and congenital anomalies in Ryazan Oblast. However, higher variance in disability and mortality hinders reliable prediction for these outcomes.

Area of Science:

  • Pediatrics
  • Public Health
  • Biostatistics

Background:

  • Circulatory system diseases and congenital anomalies pose significant health challenges for children.
  • Accurate forecasting of disease trends is crucial for effective public health planning and resource allocation.
  • Previous studies have highlighted the need for robust statistical models in pediatric health surveillance.

Purpose of the Study:

  • To statistically model and forecast the morbidity, disability, and mortality associated with circulatory system diseases and congenital anomalies in children in the Ryazan Oblast.
  • To evaluate the reliability of forecasting methods for pediatric health outcomes in the region.
  • To identify trends in disease prevalence and inform healthcare capacity planning.

Main Methods:

  • Application of exponential smoothing models with linear trend for forecasting.
  • Statistical significance testing of predicted values.
  • Analysis of morbidity, disability, and mortality data for pediatric populations.

Main Results:

  • Exponential smoothing models with linear trend demonstrated reliable forecasting capabilities for the morbidity of circulatory system diseases and congenital anomalies in children.
  • Higher variance in disability and mortality rates for these conditions in Ryazan Oblast children prevented reliable forecasting of these specific outcomes.
  • An increasing trend in morbidity and disability rates was observed, alongside an expansion of the 'dispensary group' (children requiring regular medical supervision).

Conclusions:

  • Reliable forecasting of childhood circulatory system diseases and congenital anomalies morbidity is achievable using exponential smoothing.
  • The increasing morbidity and disability rates, coupled with an expanding dispensary group, necessitate enhanced medical care capacity and funding.
  • Further research into methods for forecasting high-variance outcomes like disability and mortality in pediatric populations is warranted.

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