Evidence map›Paper›PMID 41892884›Full record

ArticleJournal of Intelligence2026

Metacognitive Monitoring in Reading Comprehension: Examining the Role of Cognitive Flexibility, Vocabulary, and Fluency in Young Readers.

Vered Markovich, Shoshi Dorfberger, Vered Halamish, Tami Katzir, Dana Tal, Rotem Yinon

Abstract read
In one paragraph

Article in Journal of Intelligence, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Vered MarkovichEdmond J. Safra Brain Research Center for the Study of Learning Disabilities, University of Haifa, Haifa 3103301, Israel.ORCID 0000-0001-7248-6255
Shoshi DorfbergerDepartment of Special Education, Gordon Academic College of Education, Haifa 3570503, Israel.ORCID 0000-0001-6381-7024
Vered HalamishFaculty of Education, Bar-Ilan University, Ramat Gan 5290002, Israel.ORCID 0000-0003-4746-7321
Tami KatzirEdmond J. Safra Brain Research Center for the Study of Learning Disabilities, University of Haifa, Haifa 3103301, Israel.ORCID 0000-0003-2605-208X
Dana TalEdmond J. Safra Brain Research Center for the Study of Learning Disabilities, University of Haifa, Haifa 3103301, Israel.ORCID 0000-0002-0778-8860
Rotem YinonEdmond J. Safra Brain Research Center for the Study of Learning Disabilities, University of Haifa, Haifa 3103301, Israel.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study examined associations between vocabulary knowledge, reading fluency, cognitive flexibility, and metacognitive monitoring accuracy in reading comprehension among fifth-grade students. Participants (N = 104) completed measures of cognitive-linguistic abilities and reading comprehension, with global metacomprehension judgments after reading and item-level confidence ratings. Metacognitive monitoring accuracy was assessed using calibration of global metacomprehension judgments and item-level confidence ratings. Calibration bias (confidence minus performance) indexed miscalibration direction, and its absolute value indexed calibration accuracy. Resolution reflected discrimination between correct and incorrect item-level responses. Structural equation modeling (SEM) was used exploratorily to examine theoretically motivated direct and indirect pathways via reading comprehension. Vocabulary knowledge showed the strongest associations with calibration accuracy and resolution, fully mediated by comprehension. Reading fluency showed a dual pattern: it contributed positively to resolution through comprehension, while also showing direct associations with lower calibration accuracy, indicating greater miscalibration and overconfident judgment tendencies among more fluent readers. Cognitive flexibility was not significantly related to any monitoring index. By jointly examining distinct indices of monitoring accuracy and separating comprehension-mediated from direct pathways, the study clarifies how cognitive-linguistic abilities may support or bias metacognitive monitoring in developing readers. Linguistic abilities, particularly vocabulary and fluency were central to students' comprehension monitoring accuracy.

Indexed as

calibration accuracycognitive flexibilitymetacognitive monitoringreading comprehensionreading fluencyvocabulary knowledge

Identifiers

PMID41892884
PMCPMC13027792

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.