Bibliographic record
Abstract
On 3 May, 2013, AUT University’s Pacific Media Centre marked the 20th anniversary of the UNESCO World Press Freedom Day with the inaugural event in New Zealand. The event was initiated by UNESCO’s Programme for Freedom of Expression, Democracy and Peace with the first seminar on ‘Promoting an Independent and Pluralistic African Media’ in Windhoek, Namibia, on 3 May, 1993. The journalists participating in that event drew up the Windhoek Declaration which highlighted that press freedom should be understood as a media system that is free, pluralistic and independent. They insisted that that this dispensation was essential for democracy and development. The Declaration became a landmark document in the fight for press freedom around the world. This address argues that new ethical codes of practice are now needed that are inclusive of serious bloggers and citizen journalists. The author of this address states: ‘The printing press spawned free expression’s offspring—the right of “press freedom”—as pamphleteers fought censorship by governments in the ensuing centuries. Events are unfolding much more quickly now. It would be an historic irony and a monumental shame if press freedom met its demise through the sheer pace of irresponsible truth-seeking and truth-telling today’.
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 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 | 0.003 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".