cumulative risk model
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Author(s):  
Yihong Qiao ◽  
Wenhao Gui

With the popularity of step-stress accelerated life testing, researchers are exploring more possibilities for models that relate the life distributions under different stress levels. Cumulative risk model assumes that the effects of stress changes have a lag period before they are fully observed, which guarantees the continuity of the hazard rate function. This paper studies the cumulative risk model for Lomax distribution with step-stress experiments. For maximum likelihood estimation, Newton-Rapson method is adopted to get point estimates. Meanwhile, the asymptotic normality of the maximum likelihood estimator is used to obtain asymptotic confidence intervals. For Bayesian estimation, point estimates and highest posterior density credible intervals under squared error loss function with informative prior and non-informative prior are derived using Metropolis-Hastings method and Metropolis-Hastings within Gibbs algorithm. To evaluate the effects of stress change time and the length of lag period, as well as the performance of different methods, numerical simulations are conducted. Then a real nanocrystalline data set is analyzed.


Nutrients ◽  
2021 ◽  
Vol 13 (4) ◽  
pp. 1068
Author(s):  
Keith T. S. Tung ◽  
Rosa S. Wong ◽  
Hing Wai Tsang ◽  
Bianca N. K. Chan ◽  
Siew Yan Wong ◽  
...  

Recent evidence suggests that breastfeeding may increase the risk of vitamin D deficiency in offspring. However, it is unclear whether increased risk results from breastfeeding alone, or whether it is associated together with other risk factors. This study surveyed 208 infant–mother dyads recruited by stratified random sampling in different districts of Hong Kong. Mothers were asked to complete a questionnaire on their demographics, history of risk behavior, and feeding practices. Peripheral blood samples were collected from infants to determine their vitamin D status. Among all infant participants, 70 were vitamin D insufficient or deficient. Being breastfed, being a girl, having a multiparous mother, and the use of sun cream were found to be the strongest risk factors for vitamin D insufficiency during infancy (all p < 0.05), after mutual adjustment. The cumulative risk model displayed a dose–response pattern between the number of risk factors and the risk of vitamin D insufficiency during this period. Our findings indicate the risk profile of infants with insufficient vitamin D. Guidelines and recommendations on healthy diet and lifestyle should be provided to mothers during the early stage of pregnancy to increase the likelihood of adequate levels of vitamin D in their offspring.


2020 ◽  
Vol 29 (4) ◽  
pp. 493-501
Author(s):  
Karen Goodall ◽  
Hannah Robertson ◽  
Matthias Schwannauer

In the last 25 years, converging evidence has supported the view that adverse childhood experiences (ACEs) have long term negative impacts on physical and mental health. More recently, ACEs have been negatively associated with a range of educational measures. As educational attainment is a determining factor in later socioeconomic position, the education system is likely to play a significant role in responding to ACEs. A critical and reflective examination of the available research will be crucial to intervening in evidence-based ways. While the ACEs movement has been instrumental in highlighting the educational impact of inequality in childhood, the ACEs research is often difficult to parse due to a reliance on checklists and a cumulative risk model. At present, the mechanisms that link ACEs to educational outcomes are still under-researched. Continued discussion of the concept of ACEs and the strengths and limitations of the current research is warranted.


2018 ◽  
Vol 31 (02) ◽  
pp. 643-655 ◽  
Author(s):  
Lucy S. King ◽  
Kathryn L. Humphreys ◽  
M. Catalina Camacho ◽  
Ian H. Gotlib

AbstractResearchers are becoming increasingly interested in linking specific forms of early life stress (ELS) to specific neurobiological markers, including alterations in the morphology of stress-sensitive brain regions. We used a person-centered, multi-informant approach to investigate the associations of specific constellations of ELS with hippocampal and amygdala volume in a community sample of 211 9- to 13-year-old early adolescents. Further, we compared this approach to a cumulative risk model of ELS, in which ELS was quantified by the total number of stressors reported. Using latent class analysis, we identified three classes of ELS (labeled typical/low, family instability, and direct victimization) that were distinguished by experiences of family instability and victimization. Adolescents in the direct victimization class had significantly smaller hippocampal volume than did adolescents in the typical/low class; ELS classes were not significantly associated with amygdala volume. The cumulative risk model of ELS had a poorer fit than did the person-centered model; moreover, cumulative ELS was not significantly associated with hippocampal or amygdala volume. Our results underscore the utility of taking a person-centered approach to identify alterations in stress-sensitive brain regions based on constellations of ELS, and suggest victimization is specifically associated with hippocampal hypotrophy observed in early adolescence.


2017 ◽  
Vol 43 (7) ◽  
pp. 986-998 ◽  
Author(s):  
Craig A. Anderson ◽  
Kanae Suzuki ◽  
Edward L. Swing ◽  
Christopher L. Groves ◽  
Douglas A. Gentile ◽  
...  

Cultural generality versus specificity of media violence effects on aggression was examined in seven countries (Australia, China, Croatia, Germany, Japan, Romania, the United States). Participants reported aggressive behaviors, media use habits, and several other known risk and protective factors for aggression. Across nations, exposure to violent screen media was positively associated with aggression. This effect was partially mediated by aggressive cognitions and empathy. The media violence effect on aggression remained significant even after statistically controlling a number of relevant risk and protective factors (e.g., abusive parenting, peer delinquency), and was similar in magnitude to effects of other risk factors. In support of the cumulative risk model, joint effects of different risk factors on aggressive behavior in each culture were larger than effects of any individual risk factor.


2015 ◽  
Vol 33 (8) ◽  
pp. 1287-1305 ◽  
Author(s):  
Diogo Lamela ◽  
Bárbara Figueiredo

Previous studies have identified the predictive risk factors of child physical maltreatment (CPM). However, a significant number of these studies assessed risk factors in isolation. The cumulative risk hypothesis postulates that health problems are caused by the accumulation of risk factors, independently of the presence or absence of specific risk indicators. Few studies examined the effect of cumulative risk on CPM potential. This study aimed to test two concurrent models of cumulative risk of CPM potential by investigating whether CPM potential was better predicted by a threshold cumulative risk model or a linear cumulative risk model. Data from the National Representative Study of Psychosocial Context of Child Abuse and Neglect in Portugal were used. Parents of school-age children ( N = 796) answered to self-report measures regarding sociodemographic variables, history of child maltreatment, psychological distress, and CPM potential. A cumulative risk index was computed, comprising 10 dichotomized risk factors. Evidence for a threshold cumulative effect was found. Additional bivariate logistic regressions revealed that the odds for high-potential CPM were dramatically higher for those parents with six or more risk factors when compared with parents with any one risk factor. By testing and confirming a threshold cumulative effect on CPM potential, it was possible to find a “trigger point” from which a dramatic increase in child physical maltreatment potential occurs.


2014 ◽  
Vol 75 (4) ◽  
pp. 684-694 ◽  
Author(s):  
Jungeun Olivia Lee ◽  
Karl G Hill ◽  
Katarina Guttmannova ◽  
Lacey A Hartigan ◽  
Richard F Catalano ◽  
...  

2014 ◽  
Vol 67 (6) ◽  
pp. 609-611 ◽  
Author(s):  
Suzanne Bennett Johnson ◽  
Kristian F. Lynch ◽  
Hye-Seung Lee ◽  
Laura Smith ◽  
Judith Baxter ◽  
...  

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