Claims

Cognitive-load-based quiz adaptation raised learning gains while domain-specific confidence-based adaptation did not

Claim · All claims
Evidence · 1 study · theoretical r3 · 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? In an open-ended social psychology quiz, only adaptation based on generic self-reported cognitive load led to higher learning gains than a non-adaptive control condition, while adaptation based on domain-specific criterion-based confidence ratings did not. → Anselm Strohmaier 2026

Evidence

Anselm Strohmaier 2026

Anselm Strohmaier, Fien Depaepe, Michael Nickl, Andreas Obersteiner. (2026). A domain-specific perspective on adaptivity. Learning and Instruction 104. https://doi.org/10.1016/j.learninstruc.2026.102364

q2 · i? · theoretical · r3

The editorial reports, citing Obergassel et al. (2025), the issue's only direct contrast of generic versus domain-specific adaptation triggers, both adjusting subsequent task difficulty; "Only the cognitive-load–based adaptation led to higher learning gains compared to a non-adaptive control condition".

"Only the cognitive-load–based adaptation led to higher learning gains compared to a non-adaptive control condition, suggesting that domain-general indicators may be more informative than domain-specific self-evaluations in guiding adaptivity in this context."

Discussion

Page metadata
Field Value
type claim
id cognitive-load-adaptation-beats-confidence-adaptation
title Cognitive-load-based quiz adaptation raised learning gains while domain-specific confidence-based adaptation did not
description Cognitive-load-based quiz adaptation raised learning gains while domain-specific confidence-based adaptation did not
status review
evidence_strength mixed
newest_evidence 2026
generated by process:wiki-ingest on 2026-10-22
trust unverified — no one has confirmed this page's content
sources 1 — anselm-strohmaier-2026

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