Sentence examples for improve the propensity from inspiring English sources

Besides, new statistical techniques to improve the propensity score performances are more and more complex, while the build and the use of propensity score require a strict methodology to avoid bias, imprecision and non-reproducibility.

A single tyrP copy only has been proposed to improve the propensity for vascular infection and persistence [ 18].

Furthermore, the latter reaction was carried out in the presence MeC OMe 3, which could modify the pH of the mixture and thus improve the propensity of the ONHCO2 tBu) group to coordinate to palladium.

Although risk management procedures and regulatory enforcement mechanisms have definitely improved, the propensity to water them down has gained momentum as time has passed.

The use of stabilising mutations to improve the crystallisation propensity of recombinant membrane proteins has resulted in major breakthroughs in modern structural biology [ 3].

Two possible solutions for extreme propensity score weights due to model misspecification are to improve the specification of propensity score models, and to reduce the impact of extreme weights through trimming [13], [14].

The authors investigated whether trimming large weights downward can improve the performance of propensity score weighting and whether the benefits of trimming differ by propensity score estimation method.

These results indicate that although trimming can improve inferences in some settings, in order to consistently improve the performance of propensity score weighting, analysts should focus on the procedures leading to the generation of weights (i.e., proper specification of the propensity score model) rather than relying on ad-hoc methods such as weight trimming.

In various simulation scenarios, weight trimming had the potential to improve the performance of propensity score weights, in particular for logistic regression-estimated weights.

However, trimming did not improve the performance of propensity score weights estimated by boosted CART and random forests; in such situations, trimming can actually induce bias.

This study suggests that a narrow caliper can improve the performance of propensity score matching.