Rostami Mehran, Jalilian Abdollah, Poorolajal Jalal, Mahaki Behzad
Deputy for Treatment, Kermanshah University of Medical Sciences, Kermanshah, Iran.
Department of Statistics, Razi University, Kermanshah, Iran.
Int J Prev Med. 2019 May 17;10:78. doi: 10.4103/ijpvm.IJPVM_197_17. eCollection 2019.
Iran's western provinces have higher suicide rate compared to the other provinces of the country. Although suicide rates fluctuate over time, suitable statistical models can describe their underlying stochastic dynamics.
This study was conducted to explore the fluctuations of the monthly suicide rates in the most populated western province of Iran using exponential smoothing state space model to compute the forecasts. For this reason, the monthly frequencies of completed suicides were converted to rates per 100,000 and a state-space approach was identified and fitted to the monthly suicide rates. Diagnostic checks were performed to determine the adequacy of the fitted model.
A significant seasonal variation was detected in completed suicide with a peak in August. Diagnostic checks and the time series graph of the observed monthly suicide rates against predicted values from the fitted model showed that in the study period (from March 2006 to September 2013), the observed and predicted values were in agreement. Thus, the model was used to obtain the short-term forecasts of the monthly suicide rates.
In this study, we had no significant trend but seasonal variations in the suicide rates that were identified. However, additional data from other parts of the country with longer duration are needed to visualize the reliable trend of suicide and identify seasonality of suicide across the country.
与伊朗其他省份相比,该国西部省份的自杀率更高。尽管自杀率随时间波动,但合适的统计模型可以描述其潜在的随机动态。
本研究旨在利用指数平滑状态空间模型计算预测值,以探索伊朗人口最多的西部省份每月自杀率的波动情况。为此,将每月自杀既遂的频率转换为每10万人的比率,并确定了一种状态空间方法并将其应用于每月自杀率。进行诊断检查以确定拟合模型的充分性。
在自杀既遂情况中检测到显著的季节性变化,8月达到峰值。诊断检查以及观察到的每月自杀率与拟合模型预测值的时间序列图表明,在研究期间(2006年3月至2013年9月),观察值与预测值一致。因此,该模型被用于获得每月自杀率的短期预测。
在本研究中,我们未发现自杀率有显著趋势,但发现了季节性变化。然而,需要来自该国其他地区更长时间的额外数据,以呈现自杀的可靠趋势并确定全国范围内自杀的季节性。