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An Examination of Systems-Level Barriers to Employment for Persons with Vision Loss

2014· book-chapter· en· W2491120413 on OpenAlexfundaboutno aff
Chelsea E. Mohler, Lisa Klinger, Debbie Laliberté Rudman, Lynn Shaw

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsnot available
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsPsychologyBusiness

Abstract

fetched live from OpenAlex

Abstract Purpose The objective of this paper is to report results from a Canadian-based study addressing systems-level barriers that restrict the employment of persons with vision loss, specifically in the experience of searching for and maintaining competitive employment. This paper aims to generate knowledge which may inform strategies and advocacy efforts to enhance opportunities for, and experiences of, paid employment for persons with vision loss. Design/methodology/approach This constructivist, grounded theory study used in-depth, semi-structured interviews with seven participants with restricted vision (those who are legally blind) to frame data collection and analyses. Findings Three interconnected themes emerged: facing and negotiating barriers, the cyclical process of seeking and keeping employment and settling for second best. Participants described barriers to employment that have been described in previous literature that not only continue to exist, but that act to potentiate one another, resulting in settling for competitive employment experiences that are second best. This represents a type of social injustice that has been previously described as ‘occupational injustice’. We explain this concept and link it to participants’ experiences. Research limitations This was a small, geographically bounded study. Nonetheless, the findings resonate with previous research and further our understanding regarding how barriers are experienced. Social implications Knowledge gained furthers the understanding of how systemic obstacles restrict and bound the participation of persons with vision loss in the labour market. Originality/value While the barriers to employment for persons with low vision have been previously well described, this paper demonstrates how these barriers interact and act synergistically with one another, thereby reinforcing the need to focus on shortcomings at the service, system and policy level, in addition to individual rehabilitation.

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)0.000
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: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.963
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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)0.0010.000

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 head0.051
GPT teacher head0.343
Teacher spread0.292 · 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
GenreOther

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

Citations0
Published2014
Admission routes2
Has abstractyes

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