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
Within the political sphere, a political actor is often judged by what he or she says, with their verbal performance often perceived as representative of the individual. Hearers accept that, as individuals, they possess a lifetime of experiences and actions which inform, but may also undermine, their aspirations in gaining political capital. Additionally, as representatives of a political party and its ideology, these actors do not exist in isolation; they are members and, at times, potential candidates of a particular party with its own agenda which may, in turn, cause them to modify their personal speech to align with espoused policies of the party. The various contributions contained in this volume examine the discourse of political actors through the lenses of positionality and stance. Throughout its chapters, clearly defined theoretical perspectives and specified social practices are employed, enabling the authors to elucidate how political actors can situate themselves, their party, and their opponents toward their ostensive public. This book successfully demonstrates how espoused perspectives relate to, or reflect on, the nature of the individual political actor and their truth, the party they represent and its ideology, and the pandering to popular public opinion to gain support and co-operation. This book will hold particular appeal for postgraduate students, researchers, and scholars of discourse studies, pragmatics, political science, as well as other areas in humanities and the social sciences.
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 | 0.000 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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