causal inference — Zia Hassan

Function: The BIS is responsible for sensitivity to punishment, non-reward, and novel situations. It regulates avoidance behavior.
Emotional Responses: It is associated with feelings of anxiety, fear, and apprehension. When activated, it can lead to cautious or inhibited behavior.
Neurobiological Basis: The BIS is thought to involve brain regions such as the hippocampus and amygdala, which are associated with processing risk and fear.

Causal inference in research/data is the process of determining a cause-and-effect relationship between two or more variables. It is a method used in statistical research to establish that one event results in the change in another event. It involves establishing that a variable X (cause) has an effect on a variable Y (effect). This is different from correlation, as correlation merely implies that changes in X and Y happen together, while causal inference goes further to say that changes in X are responsible for changes in Y.

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