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Record W2136887956 · doi:10.5539/ies.v7n13p6

Depression, Anxiety, Stress, and Adjustments among Malaysian Gifted Learners: Implication towards School Counseling Provision

2014· article· en· W2136887956 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.

venuePublished in a venue whose home country is Canada.
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

VenueInternational Education Studies · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicEducation and Islamic Studies
Canadian institutionsnot available
Fundersnot available
KeywordsPsychologyAnxietyNormativeContext (archaeology)Depression (economics)Clinical psychologyStress (linguistics)Developmental psychologyPsychiatry

Abstract

fetched live from OpenAlex

Gifted learners have special characteristics which make them unique individuals. However, just like their normative group, gifted learners experience some psychological issues that hinder their ability to adjust in new environments. This study aims to examine levels of depression, anxiety, stress, and adjustments (psychological, social and emotional) faced by Malaysian gifted learners in school. It also investigates the relationship between all these variables under study. A total of 112 students aged 16 years old were involved in the study. The study employs a cross-sectional survey design, and the data was collected using two sets of questionnaires namely, the Depression, Anxiety, and Stress Scales (DASS), and the Social Well-Being Questionnaire (SWBQ). Data shows that local gifted learners experienced some form of depression, anxiety and stress. It is also found that the participants have high levels of psychological, social and emotional adjustments. Strong positive correlations were found between depression with anxiety and stress, whereas negative correlation was found between depressions with all forms of adjustment. The findings of this research provided a fundamental basis to be used in the future development of counseling provision for gifted educational programs in local school context.

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)0.003
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 score0.283
Threshold uncertainty score0.554

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
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 head0.026
GPT teacher head0.385
Teacher spread0.358 · 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