Internal validity
the degree to which a study can confidently establish a cause-and-effect relationship between the exposure and the outcome within the specific context of the study
What do well-designed experiments enable us to demonstrate?
how manipulating one set of
variables produces systematic changes in another set of variables
Descriptive research
gather info about phenomena
Causal research
what are the causes of illness and disability
Causal research is the basis of what?
the basis to formulate and justify our assessments, diagnoses, and interventions
Criteria for demonstrating causal associations: the _______ must precede the _______
cause
effect
Criteria for demonstrating causal associations: the cause and effect ________. If the ______ occurs, then so does the _______
covary
cause
effect
Criteria for demonstrating causal associations: if the cause ______ occur the effect ______ occur
does not
does not
What does causality in research mean
establishing lawful functional relationship between cause and effect
In scientific research, understanding causality isn’t just about observing that one thing influences another—it’s about being able to do what?
control the cause so you can reproduce or change the effect at will
Causality researchers describe what, and then do what?
patterns/co-variations and then formulate hypothesis or theory for cause
Causality researchers attempt eliminate what?
alternative explanations or hypotheses for cause
Threats to internal validity
Factors that can provide alternative explanations for the observed results in a study, thereby compromising the ability to confidently conclude that the treatment (or intervention) caused the observed outcomes
8 threats to internal validity
history
maturation
testing
instrumentation
selection errors
regression to the mean
attrition
placebo effect
Threats to internal validity: history
Events or experiences occurring between the pretest and post-test that are outside the control of the study and may affect the outcome
Threats to internal validity: maturation
Internal changes within participants that occur
naturally over time, independent of the treatment or intervention
Threats to internal validity: testing
the effect that repeated testing can have on
participants. Pre-tests may influence how participants
behave in the post-test
Threats to internal validity: instrumentation
Changes in the measurement tools or
methods used between pre-test and post-test that can affect the results
Threats to internal validity: selection/assignment
Differences between groups at baseline
Threats to internal validity: regression to the mean
occurs when participants are selected based on extreme scores and when measured again, their scores tend to move closer to the average
Threats to internal validity: attrition
Dropout; occurs when participants drop out of the study at different rates across groups, and those who drop out may differ
significantly from those who stay
Threats to internal validity: placebo effect
occurs when participants experience changes in their
condition simply because they believe they are receiving a treatment,
even if the treatment has no therapeutic effect
How do researchers ensure internal validity
must control for the effects of confounding and bias
In nutrition research controlling _________ can be more difficult
confounders