What are the 3 criteria for causality?

Causality concerns relationships where a change in one variable necessarily results in a change in another variable. There are three conditions for causality: covariation, temporal precedence, and control for “third variables.” The latter comprise alternative explanations for the observed causal relationship.
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What are three causal criteria?

To establish causality you need to show three things–that X came before Y, that the observed relationship between X and Y didn't happen by chance alone, and that there is nothing else that accounts for the X -> Y relationship.
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What are the criteria of causality?

Causality
  • Plausibility (reasonable pathway to link outcome to exposure)
  • Consistency (same results if repeat in different time, place person)
  • Temporality (exposure precedes outcome)
  • Strength (with or without a dose response relationship)
  • Specificity (causal factor relates only to the outcome in question - not often)
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What are the three criteria for causality quizlet?

1) It must establish that the two variables (the cause variable and he outcome variable) are correlated; the relationship cannot be zero. 3) The claim must establish that no other explanations exist for the relationship.
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What are the three criteria of cause and effect?

The three criteria for establishing cause and effect – association, time ordering (or temporal precedence), and non-spuriousness – are familiar to most researchers from courses in research methods or statistics.
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Determining Causality: A Review of the Bradford Hill Criteria



What are third variables?

Confounding variables (aka third variables) are variables that the researcher failed to control, or eliminate, damaging the internal validity of an experiment.
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Which of the three rules requirements of causation can almost always be met by a correlational study?

Which of the three rules of causation is almost always met by a bivariate correlation? Covariance of cause and effect.
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Which of the following is not one of the three criteria for establishing causation between an independent and dependent variable?

Which of the following is NOT one of the three criteria for establishing causation between an independent and dependent variable? There cannot be outliers in either of the variable distributions.
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Which of the following criteria is not required for a causal claim?

Which of the following criteria is NOT required for a causal claim? The correlation between the independent variable and dependent variable is zero.
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What is the covariance rule for causality?

One variable cannot be said to cause another unless the two covary (A must correlate with B)
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What are the top 3 Hill criteria for causal inference between exposure and outcome?

Subdividing them into three categories: direct, mechanistic and parallel evidence, expected to complement each other. This operational reformulation of the criteria has been recently proposed in the context of evidence-based medicine.
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What are the criteria for causal inference?

Hill's Criteria for Causality
  • Strength of the association.
  • Consistency.
  • Specificity.
  • Temporality.
  • Biological gradient.
  • Plausibility/Coherence.
  • Experiment.
  • Analogy.
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Which research methods is used to determine causality?

Observational studies can be used to determine causality. Descriptive statistics involve techniques that use the obtained sample data to infer about the population. This type of research is an attempt to determine whether changes in one variable cause changes in another.
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What is causality and how is it determined?

Causation means that one event causes another event to occur. Causation can only be determined from an appropriately designed experiment. In such experiments, similar groups receive different treatments, and the outcomes of each group are studied.
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What is Hill's criteria for causation?

Hill's first criterion for causation is strength of the association. As he explained, the larger an association between exposure and disease, the more likely it is to be causal. To illustrate this point, Hill provided the classic example of Percival Pott's examination of scrotal cancer incidence in chimney sweeps.
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What does a causal claim include?

Causal claims come in two other flavors in addition to specific and general: those that say causes always produce a certain effect, and those that say causes only tend to produce the effect. Heating ice cubes in a pan on your stove will always cause them to melt, but smoking cigarettes only tends to cause lung cancer.
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Which of the following would a researcher need to demonstrate in order to make the claim that exercise decreases stress Inquizitive?

Which of the following would a researcher need to demonstrate in order to make the claim that exercise decreases stress? - The amount of exercise goes up as stress goes down.
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What is the difference between internal and external observation?

Internal and external validity are concepts that reflect whether or not the results of a study are trustworthy and meaningful. While internal validity relates to how well a study is conducted (its structure), external validity relates to how applicable the findings are to the real world.
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What are the four types of causal relationships?

Starting from epidemiologic evidence, four issues need to be addressed: temporal relation, association, environmental equivalence, and population equivalence. If there are no valid counterarguments, a factor is attributed the potential of disease causation.
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What is a necessary condition to establish causality quizlet?

Criteria of causality: Time order. The cause must come before its presumed effect. The variation in the presumed cause (ind) must occur before the variation in the presumed effect (depe)
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Which of the following criteria for proving causation can a correlation study satisfy?

Manny has conducted the same experiment multiple times but each time he gets a different result. Which of the following criteria for proving causation can a correlational study satisfy? The variables are related.
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How do you establish a causal relationship between variables?

There is a causal relationship between two variables if a change in the level of one variable causes a change in the other variable. Note that correlation does not imply causality. It is possible for two variables to be associated with each other without one of them causing the observed behavior in the other.
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Which kind of research study is required to support a causal claim?

Experiment - Usually, to support a causal claim, researchers must conduct a well-designed experiment, in which one variable is manipulated & the other is measured. Experiments are considered the gold standard of psychological research. because of their potential to support causal claims.
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What criterion for causation is clearly established by manipulating the independent variable?

What criterion for causation is clearly established by manipulating the independent variable? - Manipulating the independent variable ensures that it comes first in time before the dependent variable.
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What is an example of a 3rd variable?

For example, as the sales of air conditioners increase, the number of drownings also increases: The unintended third variable in this case would be the increase in heat.
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