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Ink and pixels: Impact of highlighting and reading self-efficacy on adolescents' cognitive load, epistemic emotions, and text comprehension

Authors: Ronconi, A.; Altoè, G.; Mason, L. · Year: 2025 · Tier: RCT · DOI/URL: https://doi.org/10.1016/j.lindif.2024.102604

Lower secondary (grades 7–9) Paper vs screen Reading and writing Analog vs digital

Links to claims

Supports (1)

ClaimBasis
C3Grade-7 mixed design: no medium main effect on literal/inferential comprehension of ~1000-word informational texts with scrolling; kill-condition test survived 2026-09-30 (calibration not tested).

Limits (1)

ClaimBasis
C3Immediate test only; calibration not measured; lower perceived cognitive load on screen.

Review state: first-pass draft, pending human review.

Source note (Swedish, verbatim from the Kunskapsbank)

Syntes: Ronconi, Altoè & Mason (2025) — ink and pixels (grade 7 paper vs screen)

Källa: Ronconi, A., Altoè, G., & Mason, L. (2025). Ink and pixels: Impact of highlighting and reading self-efficacy on adolescents' cognitive load, epistemic emotions, and text comprehension. Learning and Individual Differences, 117, 102604. https://doi.org/10.1016/j.lindif.2024.102604

Metadata

Finding

  1. No significant main effect of reading medium on literal or inferential comprehension (authors: "results did not support a screen inferiority effect, indicating similar comprehension performance across media").
  2. Digital reading associated with lower perceived cognitive load than paper (b = −1.90, 95% CI [−3.06, −0.74], p = .001).
  3. Highlighting × medium interaction on literal scores (b = −1.84, p = .013) but pairwise simple effects ns; no medium main effect on inferential comprehension.
  4. Calibration / overestimation of comprehension not measured.

Mechanism

School-age familiarity with digital study tools may reduce the medium gap for lengthy informational texts under classroom conditions; cognitive load lower on screen while comprehension holds.

Limits

Immediate test only (no delayed comprehension); earthquake inferential items lower reliability (ω = 0.61); schools with mostly paper-based teaching; calibration not assessed; scrolling amount hard to equate because students could zoom.

This claim dies if …

A meta/RCT beyond early primary finds screen ≥ paper for deep comprehension of continuous text under equal time and the calibration gap disappears.

Swedish implication

Measure school-age informational reading on screen with delayed and calibration outcomes; do not treat grade-7 nulls as erasing the university / time-limited paper average.

Links

Metadata as recorded

ID
MEDIA-014
Tier
RCT
Closed-book follow-up
n/a (immediate comprehension after reading; delayed not tested)
Titel
Ink and pixels: Impact of highlighting and reading self-efficacy on adolescents' cognitive load, epistemic emotions, and text comprehension
Författare
Ronconi, A.; Altoè, G.; Mason, L.
År
2025 (Learning and Individual Differences 117, 102604; available online 30 Nov 2024)
Källa/DOI
https://doi.org/10.1016/j.lindif.2024.102604
URL
https://www.sciencedirect.com/science/article/pii/S104160802400156X
Typ
mixed-design experiment (N=191 seventh graders; medium within-subjects paper vs desktop screen with scrolling; highlighting between-subjects; two ~1000-word informational science texts)
Åldersgrupp
grundskola-hog (Italian grade 7; M age 12.42)
Teman
papper-vs-skarm; lasning-och-skrivande; analogt-vs-digitalt
Sparade fil
Ronconi-etal-2025-ink-pixels.pdf (OA CC BY-NC-ND; publisher PDF, fetched 2026-09-30)
Hämtad
2026-09-30
Paywall
OA (Learning and Individual Differences)

Original files held in the project (not published): Ronconi-etal-2025-ink-pixels.pdf