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Record W4408420153 · doi:10.54254/2753-7064/2024.21407

The Effect of Autism Degree on Children’s Verbal Communication Ability: The Mediating Role of Cognitive Function

2025· article· en· W4408420153 on OpenAlex
Yuehan Wu

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueCommunications in Humanities Research · 2025
Typearticle
Languageen
FieldNeuroscience
TopicAutism Spectrum Disorder Research
Canadian institutionsnot available
Fundersnot available
KeywordsPsychologyAutismCognitionFunction (biology)Nonverbal communicationDegree (music)Cognitive psychologyDevelopmental psychologyNeuroscienceBiology

Abstract

fetched live from OpenAlex

This study focused on the role that cognitive function had in the variation in verbal communication skills among 200 children, aged 3-6, from Fuzhou kindergartens and autism intervention centers. Autism symptom severity was measured by the Childhood Autism Rating Scale, the children were classified into four groups: normal children (n=80); Low-functioning autistic children (n=60); High-functioning autistic children(n=30); children with Asperger syndrome (n=30). By using the Montreal Cognitive Assessment Scale and Language Impairment Assessment Scale to assess the cognitive ability and verbal communication development level of young children, perform correlation analysis using SPSS. Through research, it can be found that the degree of autism in children with autism plays an indirect role in the influence of their oral ability, and cognitive ability plays a mediating role in this relationship. Language learning is one of the most crucial aspects of an individual’s life development and growth. Children with autism, on the other hand, must have different learning methods and routines. Further recommendations and suggestions are discussed in this study.

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)0.005
metaresearch head score (Gemma)0.008
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.687
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.005
Scholarly communication0.0000.000
Open science0.0040.002
Research integrity0.0000.002
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 head0.108
GPT teacher head0.403
Teacher spread0.295 · 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