Problematizing ‘productive citizenship’ within rehabilitation services: insights from three studies
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Background: The idea that everyone should strive to be a ‘productive citizen’ is a dominant societal discourse. However, critiques highlight that common definitions of productive citizenship focus on forms of participation and contribution that many people experiencing disability find difficult or impossible to realize, resulting in marginalization. Since rehabilitation services strive for enablement, social participation, and inclusiveness, it is important to question whether these things are achieved within the realities of practice. Our aim was to do this by examining specific examples of how ‘productive citizenship’ appears in rehabilitation services.Methods: This article draws examples from three research studies in two countries to highlight instances in which narrow understandings of productive citizenship employed in rehabilitation services can have unintended marginalizing effects. Each example is presented as a vignette.Discussion: The vignettes help us reflect on marginalization at the level of individual, community and society that arises from narrow interpretations of ‘productive citizenship’ in rehabilitation services. They also provide clues as to how productive citizenship could be envisaged differently. We argue that rehabilitation services, because of their influence at critical junctures in peoples’ lives, could be an effective site of social change regarding how productive citizenship is understood in wider society.Implications for rehabilitation‘Productive citizenship’, or the interpretation of which activities count as contributions to society, has a very restrictive definition within rehabilitation services.This restrictive definition is reflected in both policy and practices, and influences what counts as ‘legitimate’ rehabilitation and support, marginalizing options for a ‘good life’ that fall outside of it.Rehabilitation can be a site for social change; one way forward involves advocating for broader understandings of what counts as ‘productive citizenship’.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it