Significant predictors of stroke death included an earlier year of diagnosis, older age, lack of any cancer treatment, and specific cancer types (notably gastrointestinal and male genital cancers). Our findings suggest that the voting ensemble machine learning model can effectively predict stroke ...
We used six modelling approaches to assess cause-specific mortality, with the Cause of Death Ensemble Model (CODEm) generating estimates for most causes. We used a series of novel analyses to systematically quantify the drivers of trends in mortality across geographies. First, we assessed observed ...
This latter inheritance mechanism can be more precisely described as soma-to-germline feedback penetration of a semi-permeable (not absolute) Weisman's Barrier, a concept fashioned in the 19th Century at about the time of Darwin's death. There is now considerable evidence (Steele et al., ...
In 101,359 participants, we developed a metabolomic ageing clock using a Cubist rule–based regression model [30]. This algorithm is an ensemble technique that derives rules from decision trees and fits linear regression models in the subsets of data defined by these rules. The model incorporates...
[6]. Such analysis has the benefit of determining which independent variables are directly associated with a clinical outcome variable of interest (e.g., death, admission to intensive care unit), and which variables are located further upstream. A drawback of Bayesian networks is that their ...
1 The aggregate death numbers available publicly may not provide a comprehensive picture of the pandemic's consequences or the exact number of lives lost due to the pandemic.2 Additionally, the definitions and COVID-19 death registration criteria underwent changes all over the world as more ...
Nick Cave confirms the death of his son, Jethro Lazenby Nick Cave has confirmed the death of his son, Jethro Lazenby, a former model and actor. “With great regret, I can confirm that my son, Jethro, has passed away,” the singer said in a statement. At this time, we would appreciat...
26 In stage two, we calculated the residuals between our ensemble model and our input data and smoothed these residuals over space, age, and time, producing a revised estimate for every location, year, age, and sex. The final step was a Gaussian process regression that further smoothed the ...
The "structure of death" produced by native aggregation can also appear if the cell (or any of its parts) is damaged. By the same mechanism, other cell pathologies, for instance cancer, can appear. With reference to the peculiarities of cancer cells, I would like to note one feature that...
Our model performed better than other widely used methods such as Lee-Carter. Based on our model, we generated reference scenarios for all-cause mortality, life expectancy, and 250 causes of death for 195 countries and territories from 2016–40. Additionally, we assessed better health and worse...