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Record W4408096363 · doi:10.32870/dse.v0i32.1593

Vínculos entre la clasificación categorial y el funcionamiento ejecutivo en niños con TDAH

2025· article· es· W4408096363 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.

Bibliographic record

VenueDiálogos sobre educación · 2025
Typearticle
Languagees
FieldPsychology
TopicDevelopmental and Educational Neuropsychology
Canadian institutionsUniversité de Sherbrooke
Fundersnot available
KeywordsHumanitiesPsychologyPhilosophy

Abstract

fetched live from OpenAlex

This paper addresses the links between categorization and executive functioning. Both constructs are integrated by different processes that involve abstraction skills as well as planning and organization of behavior, generally in the context of problem solving. In parallel, we will also address Attention Deficit Hyperactivity Disorder (ADHD) because of its close relationship with executive functioning. We worked with a population of children with ADHD, who were previously diagnosed with an ADHD identification questionnaire and profiled with executive functioning tasks. As a counterpart, a group without ADHD was evaluated. Both groups were given a Free Classification task, and their results were analyzed both qualitatively and quantitatively. The results indicate that children with ADHD show lower performance in abstraction tasks, correlating with some executive functioning tasks. Our conclusions point to the presence of difficulties in semantic and visual aspects that imply a slowing of concept learning, identification and nomination. Likewise, we believe that ADHD plays an important role in categorical classification tasks, both for the attentional and behavioral aspects involved, as well as for the abstraction difficulties that this entails.

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), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.408
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0070.009

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 head0.011
GPT teacher head0.330
Teacher spread0.319 · 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