Claims

Main structural paths remain substantively unchanged after controlling for gender, major, and AI tool use frequency

Claim · All claims
Evidence · 1 study · associational r2 · q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person

Subclaims

Reading the evidence codes

q is the design tier, i the impact, n the sample, and the kind with its r the rigour judged within that kind: what each code means.

This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.

q2 i? Signs and significance levels of the six main structural paths were unchanged when gender, major, and AI tool use frequency were added as controls, and no significant direct effects from the controls were found. → Jiang H 2026

Evidence

Jiang H 2026

Jiang H, Chen B and Chen Q (2026). Multidimensional perceived school support and AI learning anxiety among university students: the mediating roles of control-value appraisals. Front. Psychol. 17:1951992. https://doi.org/10.3389/fpsyg.2026.1951992

q2 · i? · associational · r2

Robustness SEM with control variables in the same 547-student sample; the model with controls showed good fit (CFI = 0.977, RMSEA = 0.027). The article reports "the signs and significance levels of the main structural paths remained substantively unchanged after controlling for gender, major, and AI tool use frequency."

"the signs and significance levels of the main structural paths remained substantively unchanged after controlling for gender, major, and AI tool use frequency."

Discussion

Page metadata
Field Value
type claim
id paths-robust-to-demographic-controls
title Main structural paths remain substantively unchanged after controlling for gender, major, and AI tool use frequency
description Main structural paths remain substantively unchanged after controlling for gender, major, and AI tool use frequency
status review
evidence_strength moderate
newest_evidence 2026
generated by process:wiki-ingest on 2026-10-11
trust unverified — no one has confirmed this page's content
sources 1 — jiang-h-2026

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