← social-output-efficiency
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Lit Review

Mapping existing work — social baseline theory (Coan), loneliness and cognition (Cacioppo), belonging interventions, organizational behavior team-environment effects, FEP framings.

Pipeline status: not yet generated. Run Step 1 of the LLM Iterate prompt with topic social-output-efficiency to populate this page from stage_outputs/social-output-efficiency/lit-review.md.

Anchor literatures (placeholder — to be populated)

  • Social baseline theory (Lane Beckes, Jim Coan) — the brain treats social proximity as a bioenergetic resource
  • Loneliness and executive function (Cacioppo)
  • Free Energy Principle as a framing for prediction-error budget under social uncertainty
  • Social support and academic outcomes
  • Belonging interventions (Cohen, Walton)
  • Co-regulation (Porges and others)

Open questions to resolve in this stage

  • Has anyone built an integrated model treating social environment as a single quantifiable input affecting a shared resource pool across multiple output domains?
  • Where are the strongest dose-response findings (network density, reflection accuracy, co-regulation access)?
  • Where is the field actively contested vs. settled?