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R0024/2026-03-25/Q003/SRC04

Research R0024 — Sycophancy and Addiction
Run 2026-03-25
Query Q003
Search S02
Result S02-R02
Source SRC04

Analysis connecting ELIZA effect to dopamine loops in AI and mental health

Source

Field Value
Title From the ELIZA Effect to Dopamine Loops -- AI and Mental Health
Publisher Constitutional Discourse
Author(s) Istvan Uveges, PhD (Computational Linguist)
Date June 2, 2025
URL https://constitutionaldiscourse.com/from-the-eliza-effect-to-dopamine-loops-ai-and-mental-health/
Type Expert commentary

Summary

Dimension Rating
Reliability Medium
Relevance High
Bias: Missing data Some concerns
Bias: Measurement N/A
Bias: Selective reporting Some concerns
Bias: Randomization N/A — not an RCT
Bias: Protocol deviation N/A — not an RCT
Bias: COI/Funding Low risk

Rationale

Dimension Rationale
Reliability Expert commentary by a PhD computational linguist. Not peer-reviewed but from an informed perspective. Medium reliability due to non-peer-reviewed format.
Relevance Directly connects chatbot interactions to dopamine system activation and compares to social media and gambling addiction.
Bias flags Commentary format may simplify neuroscience claims. Some selective reporting concerns — focuses on alarming findings.

Evidence Extracts

Evidence ID Summary
SRC04-E01 Chatbot responses activate "the same dopamine system" as social media and gambling