Disabled Capitalists: Exploring the Intersections of Disability and Identity Formation in the World of Work
Bibliographic record
Abstract
Many people with disabilities share the mainstream ethos that participation in the competitive workforce constitutes a primary feature of their identity. While unpaid work may fulfill the desire to be productive and provide a sense of purpose and contribution, the cultural imperative to achieve personal autonomy partly through material independence situates paid employment at the centre of personal identity formation. While disability activists struggle to carve out an empowered collective identity instilled with rights-based protections, many people with disabilities identify with the liberal individualism upon which participation in the capitalist labour market is largely based. Individuals with disabilities seek not simply to shrug off an identity defined by burden, but to claim an identity marked by self-fulfillment. Within the world of paid work, then, tension and compatibility co-exist regarding the nature and value of identity development for people with disabilities. Keywords: disability, work, employment, identity, identity politics, disability activism
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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 | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.016 | 0.050 |
| Scholarly communication | 0.016 | 0.011 |
| Open science | 0.001 | 0.011 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".