PUBLIC JOURNALISM AND THE DEMOCRATIC PROCESS
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
Traditional journalism is no longer perceived as the only means of information distribution. Ordinary citizens are taking an active role in news reporting. Equipped with portable Internet access and cell phones with built-in cameras and video recorders, they can now capture developing news stories and send them immediately to news organizations for distribution. As they witness, experience, and gather news information, they are seeing themselves as active journalists, presenting stories from their perspective. In short, the traditional model of journalism has been challenged, if not revolutionized. Traditional news groups enact a classic means of organizing and reporting back to the public, but do not encourage the deliberation of empowering citizens to take initiatives in political stances, exercising their democratic rights to break down barriers, dissecting the truth out of news reports, and creating a movement for social justice. There should be more commitment in mobilizing citizens to be more political, for marginalized social groups to be heard, and public deliberation should be completed. News organizations should not simply encourage content from citizens, or include them marginally in topics of concern, but help organize them as partners of political action.
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 | 0.001 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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