D04Reinforcement, Sycophancy, and Grievance Amplification

D04-E06

Decreased Prosocial Repair

Description

AI interaction appears to reduce apology, reconciliation, help-seeking, accountability, or willingness to consider others.

Rationale

Prosocial repair — apology, reconciliation, accountability, help-seeking — is a critical protective factor in behavioral threat assessment. When AI interaction appears to reduce these behaviors by validating the person's refusal to consider others' perspectives, it is functioning as a prosocial inhibitor and should be assessed as a risk amplifier.

Evidence Base

  • Sycophantic AI decreases prosocial intentions and promotes dependence

    Cheng M, Lee C, Khadpe P, Yu S, Han D, Jurafsky D, 2026. Sycophantic AI decreases prosocial intentions and promotes dependence. Science, 391(6792), pages. 10.1126/science.aec8352.

    Peer-reviewed study (original research)
  • Building safer artificial intelligence mental health chatbots: a framework for transparency, evaluation, and shared accountability

    Hannah Lee, BS, Rebecca Handler, MSc, Tushar Mungle, PhD, Tina Hernandez-Boussard, PhD, 2026. Building safer artificial intelligence mental health chatbots: a framework for transparency, evaluation, and shared accountability. Journal of the American Medical Informatics Association, 33(8), 1538–1553. https://doi.org/10.1093/jamia/ocag078

    Peer-reviewed study (original research)
This platform is NOT a scoring engine, diagnostic tool, or risk prediction system. It is a research and evidence-mapping tool to support the transparent development of an SPJ framework.