Literature and Conflict: One Day Postgraduate Conference at the University of Birmingham
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 inaugural one day postgraduate conference hosted by the School of English, Drama, American and Canadian Studies at the University of Birmingham on June 20th 2014, invited postgraduate students and academic researchers to explore the multiple relations and interactions between literature and conflict. Three plenary speakers from institutions across the country, as well as three panels of postgraduate students from the University of Birmingham, gave papers which examined such diverse topics as the issues and debates around the textual representation of violent conflict and war, literature as an expression of personal inner conflict, and audience responses to theatrical violence. Papers and subsequent discussions raised multiple interesting questions about literature and conflict, prompting a re-evaluation of both terms. Photo credit: "Their First Quarrel, Gibson" by Charles Dana Gibson
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 | 0.002 | 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 | 0.003 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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