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relationship-specification

Research
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SOP: specify the direction and form of relationships between variables

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How to use this skill

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  3. Review the proposed files and risks before you approve installation.
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Source SKILL.md: https://github.com/yogsoth-ai/de-anthropocentric-research-engine/blob/HEAD/skills/relationship-specification/SKILL.md

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Relationship Specification

For each pair of key variables, specify the relationship direction (positive/negative) and functional form (linear/nonlinear/U-shaped/threshold), citing the theoretical basis.

HARD-GATE

Not satisfied → stop, return error: cannot determine the relationship, missing variable pairs or theoretical basis.

Pipeline

  1. Precondition check: verify completeness of the variable pairs
  2. Direction determination: for each variable pair, determine the relationship direction (positive/negative/bidirectional/none)
  3. Form determination: judge the functional form of the relationship (linear/nonlinear/U-shaped/inverted-U/threshold/saturating)
  4. Theoretical-basis citation: for each determination, cite the theory or empirical evidence supporting that relationship form
  5. Uncertainty annotation: if the direction/form is contested, annotate the competing prediction
  6. Output a structured relationship-specification list

Output Format

[
  {
    "pair": "IV_name → DV_name",
    "direction": "positive | negative | bidirectional | unknown",
    "form": "linear | nonlinear | U-shaped | inverted-U | threshold | saturating | unknown",
    "theoretical_basis": "Theory or evidence supporting this specification",
    "competing_prediction": "Alternative specification if contested (null if uncontested)",
    "confidence": "high | medium | low"
  }
]

Cover at least all IV→DV pairs; optionally include IV→mediator and mediator→DV.