MétaCan
Menu
Back to cohort
Record W2055703385 · doi:10.1177/00343552050480040101

Ubiquitous Yet Unique

2005· article· en· W2055703385 on OpenAlexaff
Yoshitaka Iwasaki, Jennifer Mactavish

Bibliographic record

VenueRehabilitation Counseling Bulletin · 2005
Typearticle
Languageen
FieldSocial Sciences
TopicHealth disparities and outcomes
Canadian institutionsUniversity of Manitoba
Fundersnot available
KeywordsPsychologyFocus groupQualitative researchAnxietyExploratory researchSocial supportSocial psychologyEveryday lifeWell-beingInterpersonal communicationInterpersonal relationshipTheme (computing)Developmental psychologyPsychotherapistSociology

Abstract

fetched live from OpenAlex

This exploratory study was grounded in a qualitative framework and used a focus group method to examine the meanings that individuals with disabilities (e.g., permanent mobility impairments, sensory impairments) attach to their experiences of stress, as well as major sources or causes of stress in these individuals' lives. Overall, the data showed that stress is an inherent and central part of everyday life for individuals with disabilities. The meanings attached to stress emphasized the personal anxiety and discomfort that affected, most often in negative ways, the participants' physical, psychological, emotional, and social functioning. Counterbalancing this negative focus, most of the participants agreed that stress could be a positive and constructive motivator for stimulating personal action and growth, bringing about positive life changes, enhancing personal awareness, and aiding in solving problems. Interpretation of the sources or causes of stress data produced two theme clusters. The individual theme cluster comprises (a) disability (i.e., added demands in daily living and the complications of disability and aging), (b) health, (c) interpersonal relationships, and (d) the inability to meet expectations. The systemic/ environmental cluster incorporates four sources of stress: (a) exclusionary social systems/ structures, (b) physical accessibility, (c) employment accessibility, and (d) economic marginality. In an effort to integrate these distinct yet interrelated themes, an emergent model is proposed in which social exclusion is used as the overarching conceptual framework for understanding the findings specific to sources or causes of stress. Implications of the findings for rehabilitation counseling for individuals with disabilities also are discussed.

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)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.562
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
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)0.0020.001

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 head0.012
GPT teacher head0.319
Teacher spread0.307 · 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.

Study designNot applicable
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

Citations34
Published2005
Admission routes1
Has abstractyes

Explore more

Same venueRehabilitation Counseling BulletinSame topicHealth disparities and outcomesFrench-language works237,207