Report on the Conditions of Public Service Broadcasting
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
In this article, the authors explore the relationship between the philosophical principles on which the institutions of public broadcasting rest and their contemporary conditions. The questions are, In what ways is public service broadcasting (PSB) changing in the contemporary audiovisual environment? How is the contradiction between commercial needs and the public service mission being articulated? Which paradigms are shaping the practices surrounding PSB institutions? To answer these questions, the authors analyzed the trends toward digitalization and funding in selected broadcasters: the British Broadcasting Corporation, Radiotelevisione Italiana, the Australian Broadcasting Corporation, and the Canadian Broadcasting Corporation. After discussing claims that PSB organizations have been enjoying a period of relative stability, the authors conclude that the broadcasters' resilience is mainly due to their readiness to embrace competition and commercialism; as a result, public broadcasters are losing their distinctiveness and purpose. The sidebar details the exemplary conditions of the Italian public service broadcaster.
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 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 it