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Record W4414402566 · doi:10.22215/cujs.v5i2.5331

Investigating Self-Control Strategies Use and Effectiveness in ADHD

2025· article· en· W4414402566 on OpenAlexaff
Ehman Richard, Marina Milyavskaya, Nick Esselink

Bibliographic record

VenueCarleton undergraduate journal of science. · 2025
Typearticle
Languageen
FieldMedicine
TopicAttention Deficit Hyperactivity Disorder
Canadian institutionsCarleton University
Fundersnot available
KeywordsAttention deficit hyperactivity disorderSample (material)MEDLINEAcademic achievement

Abstract

fetched live from OpenAlex

Attention-deficit/hyperactivity disorder (ADHD) is prevalent among post-secondary students and is associated with an increased risk of poor academic achievement. Therefore, identifying ways to help those with ADHD symptomatology excel in their academic goals is crucial. ADHD is linked with difficulties in self-control. But self-control can take on different forms, such as modifying your situation (situational strategies), or shifting your attention or your thoughts (intrapsychic strategies). This study examines the effectiveness of these different self-control strategies for those with high ADHD symptoms compared to those with low symptoms. A sample of undergraduates completed two surveys one week apart. The first survey asked participants to list three goals for the upcoming week and included measures of ADHD symptomatology and self-control strategies. The second survey assessed goal progress. Findings will provide insight into how self-control manifests in individuals with ADHD symptoms and how it may support academic success.

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.

How this classification was reachedexpand

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.186
Threshold uncertainty score0.438

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.001
Scholarly communication0.0000.002
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 head0.030
GPT teacher head0.329
Teacher spread0.299 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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