The reproducibility of scientific discoveries is a hallmark of scientific research. Although its centrality is widely appreciated in the scientific community, precise definitions for reproducibility and quantitative approaches for replicability assessment are still lacking. This dissertation aims to address the foundational issues and resolve methodological challenges of reproducibility research. Chapter II provides guidance in constructing statistical models and selecting proper inferential strategies for quantification and control of replicability. We first address the classification of different types of reproducibility and the specification of replication success under different contexts. Next, we focus our discussion on one specific...
Abstract Background Replicability analysis which aims to detect replicated signals attracts more and...
One of the central goals in any scientific endeavor is to understand causality. Experiments that see...
For a given research question, there are usually a large variety of possible analysis strategies acc...
The reproducibility of scientific discoveries is a hallmark of scientific research. Although its cen...
The reproducibility crisis, that is, the fact that many scientific results are difficult to replicat...
The reproducibility of scientific findings has been called into question. To contribute data about r...
Do scientific claims, based on systematic observations, mean they are compulsorily true? Some empiri...
The goal of science is to accumulate knowledge that answers questions such as \u201cHow do things wo...
Being able to replicate scientific findings is crucial for scientific progress. We replicate 21 syst...
The goal of science is to accumulate knowledge that answers questions such as How do things work? ...
We introduce a novel statistical framework to study replicability which simultaneously offers overal...
The reproducibility of scientific findings has been called into question. To contribute data about r...
This article presents two methods of estimating a study’s replicability that researchers should cons...
We measure how accurately replication of experimental results can be predicted by black-box statisti...
A new standard is proposed for the evidential assessment of replication studies. The approach combin...
Abstract Background Replicability analysis which aims to detect replicated signals attracts more and...
One of the central goals in any scientific endeavor is to understand causality. Experiments that see...
For a given research question, there are usually a large variety of possible analysis strategies acc...
The reproducibility of scientific discoveries is a hallmark of scientific research. Although its cen...
The reproducibility crisis, that is, the fact that many scientific results are difficult to replicat...
The reproducibility of scientific findings has been called into question. To contribute data about r...
Do scientific claims, based on systematic observations, mean they are compulsorily true? Some empiri...
The goal of science is to accumulate knowledge that answers questions such as \u201cHow do things wo...
Being able to replicate scientific findings is crucial for scientific progress. We replicate 21 syst...
The goal of science is to accumulate knowledge that answers questions such as How do things work? ...
We introduce a novel statistical framework to study replicability which simultaneously offers overal...
The reproducibility of scientific findings has been called into question. To contribute data about r...
This article presents two methods of estimating a study’s replicability that researchers should cons...
We measure how accurately replication of experimental results can be predicted by black-box statisti...
A new standard is proposed for the evidential assessment of replication studies. The approach combin...
Abstract Background Replicability analysis which aims to detect replicated signals attracts more and...
One of the central goals in any scientific endeavor is to understand causality. Experiments that see...
For a given research question, there are usually a large variety of possible analysis strategies acc...