Stats 2 Flashcards
what is a study
research project an investigation or a clinical trial, basically anything where there are research questions to be answered
what are observational studies
record outcomes as they have occurred and there is no attempt to modify the frequency of their occurrence.
what are experimental studies
involve investigators introducing or removing an exposure e.g. treatment or intervention to test relationships between exposures and outcomes. Investigators have direct control over the study conditions and exposure status.
Simple observational studies
information collected and the researcher has access to this and is able to decide on the analysis
however
has no control over which units receive which exposures
Simple experimental study
The researcher controls how units are allocated exposures so they
have a number of units available
can decide on what is to be investigated and how
can determine the method of allocating exposures to units
What should the statistical design of a study be matched too
they should be matched to the objectives of
optimizing resources
getting accurate and precise results
what is the consequence of a small study
we may miss worthwhile effects
what is the consequence of a large study
wastes resources
what is the size of sample a function of
effect size we are looking for
variability of the end point
significance level
power
what is replication
defines how many units receive the same exposure level
what does increasing the replication do
improves accuracy of results and is essential to provide estimates of precision and it generally increases the power of the experiment to detect important differences between exposure levels
What is pseudo replication
examing leaves on the same plant is psuedo replication
what is blocking
used to take account of differences in heterogeneities such as male female old you etc
what does blocking improve
precision
what is vital for the results of an experiment to be meaningful
randomization as it allows a fair comparison to be made between exposures