Temporal direction between PNT and LOU could not be identified: the reversed specification was observationally equivalent¶

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¶

q2 i? A reverse focal specification replacing PNT → LOU with LOU → PNT was observationally equivalent, producing the same global fit, so the cross-sectional design could not identify whether PNT precedes LOU or LOU precedes PNT. → Yang Z 2026

Evidence¶

Yang Z 2026¶

Yang Z, Yang Y and Liu W (2026) Self-reported learning-oriented GenAI use under perceived teacher-referenced normative tension in Chinese higher education. Front. Psychol. 17:1969743. https://doi.org/10.3389/fpsyg.2026.1969743

q2 · i? · associational · r2

Directionality sensitivity analysis on the student sample. The reversed model 'was observationally equivalent to the hypothesised specification' with the same fit; the article does not interpret this as support for the reverse direction.

"A model reversing the focal association to LOU → PNT was observationally equivalent to the hypothesised specification and therefore produced the same fit, χ2(269) = 400.03, CFI = 0.988, TLI = 0.986, RMSEA = 0.022, and SRMR = 0.055"

Discussion¶

Related Claims¶

• The five-factor measurement representation (PNT, LOU, ACS, SRL, CT) showed unusually close fit, replicated in a held-out subsample, and the constructs did not collapse into one general tendency — related
• The PNT–LOU association remains positive after adjustment for guidance clarity, demographic covariates, institution exclusion, and ordinal estimation — related
• Perceived teacher-referenced GenAI normative tension is positively associated with self-reported learning-oriented GenAI use among Chinese university students — related
• The reciprocal EF–ER model fits only marginally better than a forward-only model, so model preference rests on theory as much as fit — related
• The six-path specification was structurally incomplete: exploratory direct paths from PNT to ACS, SRL, and CT improved fit beyond the hypothesised model — related
• Time-reversed analysis of simulated data suggests a decreasing rather than increasing effect of self-concept on achievement, yielding inconsistent conclusions from the same data — related
• The RI-CCLPM-C indicates a positive self-concept effect on achievement even when data are generated without any direct effects between self-concept and achievement — related