MétaCan
Menu
Back to cohort
Record W4403846552 · doi:10.1177/07319487241288531

Social Cognitive Processes in Children With Specific Learning Disorder: The Importance of Language

2024· review· en· W4403846552 on OpenAlex

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.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueLearning Disability Quarterly · 2024
Typereview
Languageen
FieldPsychology
TopicLanguage Development and Disorders
Canadian institutionsQueen's UniversityTrent UniversityUniversity of Alberta
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsPsychologyLearning disabilityDevelopmental psychologyCognitionCognitive psychologyPsychiatry

Abstract

fetched live from OpenAlex

Children with specific learning disorder (SLD) have poor academic skills, but they also experience difficulties with their peers, including an inability to recognize interpersonal conflict, infer emotion, and resolve social conflict. In addition, children with SLD are known to have problems with language. The importance of language to social cognition is well-established in research with children with typical and atypical development. Thus, we review literature that investigates language and social cognition in children with SLD compared with their peers. We also explore the link between language and social cognition in children with typical and atypical language development. Review of this literature suggests that the language deficits associated with SLD put children with SLD at a risk for deficits in social cognitive skill. The literature also points toward a critical need for early identification of SLD and research investigating social perspective taking in individuals with SLD across the lifespan. Last, we propose that clinicians should assess language before diagnosing and implementing intervention for the academic and social difficulties that children and adolescents with SLD experience.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.704
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0010.000

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 head0.019
GPT teacher head0.339
Teacher spread0.320 · 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