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genpark-backdoor-criterion-confounder-adjustment-skill

mcp
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SUMMARY

GenPark AI Agent Skill - Graph-theoretic backdoor criterion validator and minimal confounder adjustment set identifier ensuring unconfounded causal effect estimation.

README.md

GenPark Backdoor Criterion Confounder Adjustment Skill

Graph-theoretic backdoor criterion validator and minimal confounder adjustment set identifier.

Discover more at GenPark and the GenPark MCP Catalog.

graph LR
    C((Confounder C)) -->|Spurious Path| X[Treatment X]
    C -->|Spurious Path| Y[Outcome Y]
    X -->|True Causal Path| M[Mediator M]
    M -->|True Causal Path| Y
    style C fill:#ffcdd2
    style X fill:#c8e6c9
    style Y fill:#bbdefb
    style M fill:#fff9c4

Features

  • Graph-theoretic d-separation checking across arbitrary causal DAGs.
  • Automatic descendant prohibition enforcement.
  • Detection of unblocked backdoor paths and collider bias.

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