Preserving and Protecting Press Freedom – Insights from the archive of the Commonwealth Journalists’ Association
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 Commonwealth Journalists’ Association (CJA) was established at a meeting of Commonwealth journalists held in Toronto, alongside the Commonwealth Press Union conference, on the 16th September 1978, following earlier discussions at a conference of Commonwealth NGOs at Dalhousie University, Nova Scotia, Canada in 1976. The organisation adopted its constitution at the first general meeting in Nicosia, Cyprus, April 1983, with the stated purpose: “To foster and promote better understanding and closer collaboration between the journalists of the Commonwealth; to further the interests of Commonwealth journalists in all aspects of their work; and, though the media, to enhance understanding and goodwill amongst the peoples of the Commonwealth”.
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 | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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