Navigating the “Blind World”: The psychosocial and occupational experiences of parents of adolescents with visual impairments
Bibliographic record
Abstract
Although research has shown that parenting an adolescent with a visual impairment may present unique challenges, a few studies have examined how parents negotiate such challenges and the meanings they derive from their parenting experiences. Using a constructivist narrative inquiry approach, this study explored how four parents of adolescents with visual impairments storied their psychosocial and occupational experiences of childrearing. A holistic-content analysis and thematic analysis of participants’ narrative accounts was conducted, resulting in the identification of the following five themes: (1) Grief, Uncertainty, and Frustration During the Early Years; (2) Identity as An Advocate; (3) Enabling Independence and Planning for the Future; (4) Navigating Challenges in Getting Required Support: Frustrations and Successes; and (5) Changed Perceptions Within the Context of Societal Misunderstanding. Findings of this study address a gap in the current body of literature by highlighting the complexity of parents’ experiences along the journey of raising an adolescent with a visual impairment. These complexities are important to address in low vision rehabilitation practice to best support parents and youth, and further research is required to inform such practice.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".