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Analysis of the effect of occupational exposure to asbestos based on threshold regression modeling of case-control data

机译:基于病例对照数据阈值回归模型的职业性接触石棉影响分析

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摘要

We analyze the effect of occupational exposure to asbestos on the occurrence of lung cancer based on a recent French case-control (CC) study. We build a large collection of threshold regression models, dataadaptively select a better model by CC-weighted likelihood-based cross-validation and then fit this better model by CC-weighted maximum likelihood. The CC-weighting allows us to draw valid inferences from CC data without relying on a logistic regression. This is possible because the joint distribution of the indicator of being a case and matching variable is available beforehand owing to two studies independent from our data set. The implications of the fitted model in terms of years of life free of lung cancer lost due to the exposure to asbestos are discussed.
机译:根据最近的法国病例对照(CC)研究,我们分析了职业性接触石棉对肺癌发生的影响。我们建立了大量的阈值回归模型集合,通过基于CC加权的似然性交叉验证来自适应地选择更好的模型,然后通过CC加权的最大似然来拟合此更好的模型。 CC加权使我们能够从CC数据中得出有效的推论,而无需依赖逻辑回归。这是可能的,因为基于两项独立于我们数据集的研究,事前指标为案例和匹配变量的联合分布是可用的。讨论了拟合模型对因暴露于石棉而导致的无肺癌寿命损失的寿命的影响。

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