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
Chapter 5 Documenting war, visualising peace: towards peace photography 89 Chapter 6 Oligarchy reloaded and pirate media: the state of peace journalism in Guatemala 105 Chapter 7 The gaze of US and Indian media on terror in Mumbai: a comparative analysis 122 Chapter 8 Peace journalism-critical discourse case study: media and the plan for Swedish and Norwegian defence cooperation 141 Chapter 9 Conflict reporting and peace journalism: in search of a new model: lessons from the Nigerian Niger-Delta crisis 158 Chapter 10 Peace process or just peace deal?The media's failure to cover peace 175 v PART III AGENCIES AND OPENINGS FOR CHANGE Chapter 11 Can the centre hold?Prospects for mobilising media activism around public service broadcasting using peace journalism Chapter 12 Globalisation of compassion: women's narratives as models for peace journalism Chapter 13 Examining the 'dark past' and 'hopeful future' in representations of race and Canada's Truth and Reconciliation Commission
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 0.002 |
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