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Record W2342236677 · doi:10.1177/0034355215621036

Attachment and Employment Outcomes for People With Spinal Cord Injury

2016· article· en· W2342236677 on OpenAlexaboutno aff
John Blake, Jessica Brooks, Hannah Greenbaum, Fong Chan

Bibliographic record

VenueRehabilitation Counseling Bulletin · 2016
Typearticle
Languageen
FieldMedicine
TopicSpinal Cord Injury Research
Canadian institutionsnot available
Fundersnot available
KeywordsMediationVocational rehabilitationSpinal cord injuryLogistic regressionPsychological interventionRehabilitationPsychologyRehabilitation counselingClinical psychologyNursingMedicinePhysical therapySpinal cordPsychiatryPolitical science

Abstract

fetched live from OpenAlex

The purpose of this article is to evaluate the mediation effect of hope on the relationship between attachment and full-time employment for people with spinal cord injury (SCI). Quantitative descriptive research design using logistic regression, multiple regression, and correlational techniques were used. Eighty-four persons with SCI were recruited from several SCI advocacy organizations in Canada, the United Kingdom, and the United States. The results show that secure attachment, anxious attachment, and hope were significantly related to employment. Hope was found to be a significant mediator of the relationship between attachment and full-time employment. Results provide support for the use of hope-based interventions by vocational rehabilitation counselors working with individuals with SCI.

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)0.001
metaresearch head score (Gemma)0.001
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 score0.333
Threshold uncertainty score0.419

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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 head0.026
GPT teacher head0.376
Teacher spread0.350 · 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.

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

Citations14
Published2016
Admission routes1
Has abstractyes

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