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Record W4409892216 · doi:10.1177/00222194251335313

Do Children With Comorbid Reading and Mathematics Difficulties Experience More Internalizing Problems?

2025· article· en· W4409892216 on OpenAlex
Ana Paula Alves Vieira, George K. Georgiou, Yuliya Kotelnikova

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of Learning Disabilities · 2025
Typearticle
Languageen
FieldMathematics
TopicCognitive and developmental aspects of mathematical skills
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsComorbidityPsychologyAnxietyDepression (economics)Developmental psychologyCognitionClinical psychologyReading (process)DyslexiaLearning disabilityPsychiatry

Abstract

fetched live from OpenAlex

We examined whether children with comorbid reading (RD) and mathematics (MD) difficulties experience more internalizing problems (anxiety, depression, somatic complaints, and social withdrawal) than children without comorbidity. In addition, we examined whether any significant group differences are due to differences between groups in attention. Thirty-three Canadian children with RD (51.5% female; M age = 10.80 years), 35 with MD (60.0% female; M age = 10.79 years), 37 with comorbid RDMD (45.9% female; M age = 10.79 years), and 42 chronological-age (CA) controls (64.3% female; M age = 10.82 years) were assessed on reading, mathematics, general cognitive ability, and attention tasks. Their teachers also rated their anxiety, depression, somatic complaints, and social withdrawal. Results of analyses of variance showed that children with comorbid RDMD exhibited significantly higher levels of anxiety and depression compared only to the CA controls. However, after controlling for attention, these group differences were no longer significant. These findings suggest that children with comorbid RDMD may be at greater risk for anxiety and depression, although attention difficulties likely contribute to these differences.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.599
Threshold uncertainty score0.533

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.023
GPT teacher head0.307
Teacher spread0.285 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it