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Methodological challenges to control for immortal time bias in addressing drug effects in type 2 diabetes
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作者 xi-lin yang Xiao-Xu Huo Juliana CN Chan 《World Journal of Methodology》 2015年第3期122-126,共5页
There are multiple biases in using observational studies to examine treatment effects such as those from prevalent drug users, immortal time and drug indications. We used renin angiotensin system(RAS) inhibitors and s... There are multiple biases in using observational studies to examine treatment effects such as those from prevalent drug users, immortal time and drug indications. We used renin angiotensin system(RAS) inhibitors and statins as reference drugs with proven efficacies in randomized clinical trials(RCTs) and examined their effectiveness in the prospective Hong Kong Diabetes Registry using adjustment methods proposed in the literature. Using time-dependent exposures to drug treatments yielded greatly inflated hazard ratios(HR) regarding the treatment effects of these drugs for cardiovascular disease(CVD) in type 2 diabetes. These errors were probably due to changing indications to use these drugs during follow up periods, especially at the time of drug commencement making time-dependent analysis extremely problematic. Using time-fixed analysis with exclusion of immortal time and adjustment for confounders at baseline and/or during follow-up periods, the HR of RAS inhibitors for CVD was comparable to that in RCT. The result supported the use of the Registry for performing pharmacoepidemiological analysis which revealed an attenuated low low-density lipoprotein cholesterol related cancer risk with RAS inhibitors. On the other hand, time-fixed analysis with including immortal time and adjustment for confounders at baseline and/or during follow-up periods, the HR of statins for CVD was similar to that in the RCT. Our results highlight the complexity and difficulty in removing these biases. We call for validations of the methods to cope with immortal time and drug use indications before applying them to particular research questions, so to avoid making erroneous conclusions. 展开更多
关键词 Pharmacoepidemiological analysis IMMORTAL TIME BIAS DRUG effects Prevalent DRUG user BIAS DRUG INDICATION BIAS Type 2 diabetes
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Optimization of Temperature and Force Adaptation Algorithm in Hot Strip Mill 被引量:6
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作者 Wen PENG Zi-ying LIU +2 位作者 xi-lin yang Jian-zhao CAO Dian-hua ZHANG 《Journal of Iron and Steel Research(International)》 SCIE EI CAS CSCD 2014年第3期300-305,共6页
Abstract: In the hot strip rolling control system, the temperature distribution and deformation resistance are the main parameters affecting prediction of rolling force. In order to improve the model prediction preci... Abstract: In the hot strip rolling control system, the temperature distribution and deformation resistance are the main parameters affecting prediction of rolling force. In order to improve the model prediction precision, an optimiza- tion algorithm based on objective function was put forward, in which the penalty function index was adopted. During the adaptation process, the temperature distribution and deformation resistance were taken as the optimized parame ters, and the Nelder-Mead simplex algorithm was used to search the optimal solution of the objective function. Fur thermore, the temperature adaptation and force adaptation were solved simultaneously. Application results show that the method can improve the accuracy of the rolling force model obviously, and it can meet the demand of the indus trial production and has a good application prospect. 展开更多
关键词 hot strip mill ADAPTATION temperature distribution~ force prediction~ objective function~ simplex algo-rithm
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