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Record W3202142871 · doi:10.31436/imjm.v20i4.1911

Does Personality and Anxiety Symptomatology Matter in the Diabetes Mellitus Treatment Adherence? A Cross-Sectional Study Among Women with Diabetes Mellitus.

2021· article· en· W3202142871 on OpenAlexfundno aff
Luke Sy‐Cherng Woon, Gurpreet Singh, Hatta Sidi

Bibliographic record

VenueIIUM Medical Journal Malaysia · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicSocial and Behavioral Studies
Canadian institutionsnot available
FundersUniversiti Kebangsaan MalaysiaUniversity of Toronto
KeywordsNeuroticismMedicineDiabetes mellitusPsychosocialAnxietySocial supportCross-sectional studyPersonalityClinical psychologyInternal medicinePsychiatryPsychologyEndocrinology

Abstract

fetched live from OpenAlex

Abstract Purpose: Anxiety is prevalent among women with diabetes mellitus. Women also tend to have higher levels of neuroticism and anxiety. These symptoms can have an impact on social functioning and diabetes care. The main aim of the present study was to determine the relationship between neuroticism and anxiety symptoms, and other clinical and psychosocial variables, among women with diabetes mellitus (DM). Patients and methods: This was a cross-sectional study conducted on women with diabetes mellitus. Sociodemographic and clinical variables were acquired, including perceptions on religious practice, social support, and diabetic self-care. Study subjects completed the Generalized Anxiety Disorder 7-item (GAD-7) and the Big-Five Inventory (BFI). The neuroticism subscale of the BFI was used for analysis. Results: The study included 141 subjects (Median age: 64.0 years, IQR: 52.5–71.0 years) with a median duration of diabetes of 12.0 years (IQR: 6.0–20.0 years). Neuroticism scores correlated positively with the GAD-7 scores (Spearman’s rho: 0.406; p<0.001). In the bivariate analysis, neuroticism also had significant association with employment status (p=0.023), religious practice (p=0.006), perceived social support (p=0.001), and perceived ability of diabetic self-management (p<0.001). In the regression analysis, after controlling for employment, religious practice, and social support, neuroticism remained associated with anxiety (p<0.001) and diabetic self-management (p=0.001). Conclusions: Neuroticism was related to poorer subjective sense of diabetic management and a greater level of anxiety among women with DM. Improving self-efficacy in managing diabetes may help patients coping up with anxiety symptoms among those with neuroticism traits. This may also contribute to a better understanding of features and effective treatment of women with DM.

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)0.002
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0010.001
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 head0.019
GPT teacher head0.308
Teacher spread0.289 · 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

Citations2
Published2021
Admission routes1
Has abstractyes

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