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Record W4397290103 · doi:10.61838/kman.hn.2.1.14

Presenting a Model of Psychological Vulnerability Based on Alexithymia in Multiple Sclerosis Patients: The Mediating Role of Anxious Thoughts

2024· article· en· W4397290103 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueHealth Nexus · 2024
Typearticle
Languageen
FieldMedicine
TopicPsychosomatic Disorders and Their Treatments
Canadian institutionsnot available
Fundersnot available
KeywordsAlexithymiaMultiple sclerosisPsychologyVulnerability (computing)Clinical psychologyAnxietyPsychiatryComputer science

Abstract

fetched live from OpenAlex

Among the stress-inducing events that impact an individual's psychological well-being, chronic illnesses such as multiple sclerosis (MS) are significant. These patients not only face physical challenges but also encounter numerous psychological issues that further exacerbate their illness and contribute to their psychological vulnerability. The current study aimed to determine the indirect effect of Alexithymia on the psychological vulnerability of MS patients, mediated by anxious thoughts. The study method was descriptive-correlational. The population consisted of members of the MS Society of Tehran in 2022. A total of 312 patients were selected using convenience sampling (n = 312). Data collection tools included the Toronto Alexithymia Scale (Bagby, Parker, & Taylor, 1994), the 25-Item Symptoms Checklist by Nejarian and Davoudi (2001), and the Wells Anxious Thoughts Questionnaire (1994). Data analysis using structural equation modeling indicated that the model of psychological vulnerability based on Alexithymia with the mediating role of anxious thoughts fits well. Also, the effect of Alexithymia on psychological vulnerability (β = 0.371; p < 0.001), the effect of anxious thoughts on psychological vulnerability (β = 0.463; p < 0.001), and the effect of Alexithymia on anxious thoughts (β = 0.367; p < 0.001) were positive and significant. The findings of this study could guide the development of comprehensive therapeutic models for patients with MS and their emotional issues.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.714
Threshold uncertainty score0.316

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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)0.0000.000

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 head0.076
GPT teacher head0.344
Teacher spread0.268 · 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