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
The normative stability of a deliberative and democratic political order and the creativity and quality of the decisions its produces depend on citizens developing civic orientations and capacities through participation in deliberative events aiming at the cooperative solution of political problems. That, at least, is the claim made by critics of the systems approach to deliberative democracy, who argue that its proponents have lost sight of the educative function that respectful public reasoning plays for citizens. In this article I offer a response to this line of argument. There is no good philosophical reason to suppose that only unitary deliberation can perform an educative function for citizens. The kinds of informal and uncooperative public speech that occur in distributed deliberative processes can also develop participants’ civic capacities and civic virtue – and not merely through their systemic effects. This is an insight that should encourage us to rethink the design and facilitation of deliberative forums and pay more attention to citizens’ everyday deliberation.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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