Citizenship in Name Only: Constructing Meaningful Citizenship through a Recalibration of the Values Attached to Waged Labor
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
In November 2010 the Toronto Star reported that the newly revamped Canadian citizenship test had led to an unusually high failure rate. Using the generally, although not universally, accepted understanding of citizenship as a set of civil, political and social rights and responsibilities the more meaningful test is how, or whether, we can exercise our citizenship. Closer examination reveals a deeply rooted connection between the ability to exercise social citizenship and participation in waged labor. Denied access to waged labor, as people with disabilities systematically are, undermines a person’s identity as an active citizen and his or her ability to exercise social citizenship. A recalibration of the values associated with waged labor namely, independence, self-reliance and productivity would extend worth and identity to those systemically deprived of both, produce allies amongst historically disadvantaged groups, and benefit broader segments of society many of who grow disenchanted with the current distribution of wealth and power. Key Words: waged labor, productivity, independence, social citizenship, meaningful 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 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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