Bibliographic record
Abstract
The apolitical image of policy discourse has typically been reinforced by a peculiar feature of the discourse itself: its failure to clearly recognize itself as a form of discourse. Countering this technocratic image, reflexive interpretations of policy discourse— influenced by figures such as Habermas and Toucault—focus attention on its discursive aspects and thus help to expose its political character in the context of emergent publics. This political connection is examined here in terms of a contrast, following Bakhtin, between monologue and dialogue. A dialogical model of policy discourse is proposed. The contrast between monologue and dialogue is pursued through a three‐dimensional conception of politics that, both drawing upon and departing from Arendt, is able to clarify three corresponding dimensions of policy discourse: functional, constitutive, and performative. A dialogical, three‐dimensional conceptualization offers a way to understand how relationships between emergent publics and policy discourse create the potential for a reorientation of practice.
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.
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 | 0.027 | 0.027 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.010 | 0.082 |
| Scholarly communication | 0.024 | 0.020 |
| Open science | 0.002 | 0.011 |
| Research integrity | 0.006 | 0.008 |
| Insufficient payload (model declined to judge) | 0.004 | 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".