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Record W4242908710 · doi:10.32920/ryerson.14662032

The impact of the attention training technique on attention control and worry

2021· preprint· en· W4242908710 on OpenAlexaff
Kathleen Stewart

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldPsychology
TopicPerfectionism, Procrastination, Anxiety Studies
Canadian institutionsMcGill UniversitySystems, Applications & Products in Data Processing (Canada)
Fundersnot available
KeywordsWorryIntervention (counseling)PsychologyPsychological interventionAttentional controlControl (management)Clinical psychologyDevelopmental psychologyAudiologyCognitionMedicinePsychiatryAnxiety

Abstract

fetched live from OpenAlex

The present study examined whether the Attention Training Technique (ATT; Wells, 1990) is more efficacious at reducing worry and modifying GAD-related attention processes than a control intervention. Adults with Probable GAD (N = 29) monitored their worry for a week and were then randomly assigned to one of two audio recording interventions: ATT, or a control intervention that was not expected to train attention. Following one practice session at the laboratory, participants were instructed to listen to their assigned recording once per day for 7 consecutive days. Neither intervention showed a reduction in worry and most processes, although there was a significant reduction in attentional bias to threat from pre to postintervention that did not vary as a function of experimental condition. Findings suggest that overall, neither ATT nor the control intervention had a significant impact on worry and worry-related features. Explanations for the null findings are offered.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
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)0.0020.000

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 head0.029
GPT teacher head0.339
Teacher spread0.310 · 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 source (direct Gemma or distilled Codex), 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
Published2021
Admission routes1
Has abstractyes

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