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
Democratic citizenship is membership in a political democracy. The unit for democratic membership does not have to be a nation-state: it can also be a city or some other subnational jurisdiction (a canton, province, or state) or a supranational order (as in the case of a regional compact, such as the European Union). There can be dual, external, and transnational citizenship, increasingly common in a globalized world. Wherever it can be found, democratic citizenship features a bundle of enforceable rights and liberties, policy benefits, enforceable obligations to the jurisdiction (such as being law-abiding), affective attachment to some degree to the democracy, weaker or stronger capacities of citizens for active membership (such as cognitive evaluation of public debate and policy choices and participation), better or worse appreciation by the citizen of widely discussed relevant norms (such as toleration), and stronger or weaker awareness of collective memories that partly define the meaning and history of membership in the political unit. Because people live their lives in a democratic jurisdiction, citizenship is a life course experience over time. But democracies coexist with free markets and societies, so the activity of involvement in democratic citizenship is hardly full-time. Instead, it is—perhaps desirably—undertaken only episodically, typically before, during, and after a range of civic acts, such as paying attention to public events, paying taxes, collecting policy benefits, voting, or flag commemoration. Democratic citizenship is not a constant or burdensome activity or experience, not least because democratic government is periodically accountable representative government performed by elected and appointed officials as opposed to continuous popular control and management of government. Democratic citizenship requires fundamental principles (e.g., equal rights and duties, and universal inclusion). In practice, however, these principles have not been fully realized in many democratic societies until recently. Moreover, increasing mobility and migration practices reveal the limits and the weaknesses of democratic citizenship. Contemporary challenges not only encourage revisiting traditional understandings in light of nonideal practices, but they also enable new ways of constructing democratic citizenship. The works included here are drawn principally from Anglo-American and western European cases, but this is done without any implication at all that these cases exhaust the topic.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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