Narrative Connection
How these two moments in the story relate
Why These Connect
The narrative assertion
"The Doctor's exposure of Kellman as a Cyberman collaborator in Episode 18 directly leads to Kellman's forced collaboration with the Cyber Leader to report the Doctor's capture in Episode 19."
inferred by llm_cross_episode_character
Why This Matters Across Episodes
The longer arc this connection carries
This connection carries Kellman's character trajectory from being exposed as a traitor to becoming an active collaborator with the Cybermen, deepening his moral descent and escalating his betrayal of both the Doctor and the Vogan leadership.
About Causal Connections
A directly causes B. The first event sets forces in motion that produce the second. These are the load-bearing connections of plot--remove one and the story structure collapses.