Lecture 14: Associations, Causal Interference, Causality Flashcards
Artifactual/False Association
False association which can arise from significant confounding or bias
Non-Causal Association
There is an association, but it is not causal; disease may cause exposure or a 3rd variable is involved
Causal Association
Causal association is present between exposure and outcome; sufficient, necessary, or component causes
Sufficient cause
set of minimal conditions inevitably produces disease
ex: genetic disorders, such as Tay-Sachs
Necessary cause
a cause which precedes the disease and must be present for the disease to occur, however, may be present without the disease occurring
ex: mycobacterium tuberculosis - is present in people who have TB, but is also present in some individuals without the disease
Component cause
a characteristic that, if present and active, increases the probability of a particular disease
ex: High LDL levels = risk factor for MI, but not all persons with high LDL have MIs, and some MIs occur in those with low levels of LDL
Hills Criteria: Strength
size of association - the greater an association, more convincing that it may be causal
Hills Criteria: Consistency
AKA “Reproducability” - repeated observation of association in different populations under different circumstances in MANY different studies
Hills Criteria: Temporality
the necessity that the cause PRECEDE the effect in time
Hills Criteria: Biologic gradient
observation of a gradient of risk (dose-response) associated with degree of exposure
Hills Criteria: Plausability
biological feasibility; association can be understood/explained