Belonging involves mutuality, agency, and acceptance: An ethnographic exploration of belonging with adults labelled with intellectual disability
Bibliographic record
Abstract
An experience of belonging is commonly absent in the lives of adults labelled with intellectual disability, negatively impacting health, well-being, and quality of life. This ethnographic study, informed by critical disability and feminist relational theory, explored the belonging experiences of five adults labelled with intellectual disability in a Canadian city. Using participatory methods, the research identified mutuality, agency, and acceptance as key factors shaping their experiences. Findings emphasize the role of genuine relationships, the connection between agency and belonging, and the need to continue to build community capacity to embrace diversity. Findings call for further research exploring the relationship between belonging, mutuality, agency, and acceptance as one step towards collectively supporting the social inclusion of people labelled with intellectual disability. This work demonstrates how spaces, places, and relationships of belonging identified by people labelled with intellectual disability have generative potential - acting as promising examples of the conditions that enable belonging to flourish.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.006 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".