Workflow 1

Workflow Instructions

• Clicking Export produces a so-called Structural Prior Dictionary, which is a text file containing all arc attributes, i.e.,

  • Start and End of arc

  • Structural Prior for each arc

  • Arc Comment, which, in this context, contains the Explanation for the causal directions as obtained from ChatGPT.

• We can now use this Structural Prior Dictionary as an Arc Dictionary and replace the original, machine-learned arcs with the ChatGPT-informed causal arcs.

• First, select Graph Panel Contextual Menu > Delete All Arcs to remove all existing arcs.

• Then, select Main Menu > Data > Associate Dictionary > Arc >Arcs.

• The network now features the causal arc directions as obtained from ChatGPT.

• With the final arc directions now in place, we should arrange the nodes into a more intuitive layout, i.e., positioning parent nodes above child nodes.

• Select Main Menu > View > Layout > Genetic Grid Layout > Top-Down Repartition.

• Note that the algorithm keeps searching for a better layout until you stop the process by clicking the red buttonto the left of the Progress Bar.

• The network now displays the correct causal order of nodes and arcs.

• Clicking the Show Arc Comment button in the Toolbar displays the comments on the arcs. The Arc Comments show the explanations for the causal directions retrieved from ChatGPT.

Workflow Illustration