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The second step relates to the implementation of the propensity score matching (PSM).
A total of 265 rituximab users and 739 users of subsequent anti-TNF agents met the inclusion criteria prior to implementation of the propensity scores (Fig. 1).
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This finding is robust to different implementations of the propensity score model specification and when conducting the sensitivity analysis of hidden bias.
Moreover, the implementation of a propensity-matched design further balanced baseline characteristics, thereby allowing obesity to be examined within the context of other lifestyle factors thereby minimizing confounding.
However, change theories are helpful in explaining behavior and nurses' propensity to change practice following the implementation of the CPG at acute care hospitals in Singapore.
Preexisting differences in demographic and clinical characteristics between treatment groups were reduced by implementation of propensity score matching and adjustment for time-updated alcohol use and HIV RNA, thus reducing confounding.
Nevertheless, the differences between treatment groups in diagnosed suicidal ideation at baseline suggests some unaddressed confounding may remain in this study, and our particular implementation of propensity score matching included extensive variables in some domains (e.g., medical diagnoses) in which only a subset of variables may have been strongly related to suicide risk.
Implications of the Propensity Score Matching Paradox in Pharmacoepidemiology. Am J Epidemiol.
The sum of the propensity to consume and the propensity to save always equals one (see propensity to consume).
Using this framework, we derive a Propensity-Weighted Ranking SVM for discriminative learning from implicit feedback, where click models take the role of the propensity estimator.
The central role of the propensity score in observational studies for causal effects.
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