Reinventing public service communication : European broadcasters and beyond
Bibliographic record
Abstract
Foreword C.Tongue Introduction P.Iosifidis PART I PSB 3.0: Re-inventing European PSB K.Jakubowicz Pluralism and Funding of Public Service Broadcasting across Europe P.Iosifidis EU Broadcasting Governance and PSB: Between a Rock and a Hard Place M.Michalis The European Union's Competition Directorate: State Aids and Public Service Broadcasting M.Wheeler PSB and the European Public Sphere B.Thomas Civic Engagement and Elite Decision-Making in Europe: Reconfiguring Public Service News F.Corcoran For Culture and Democracy: Political Claims for Cosmopolitan Public Service Media K.Sarikakis Public Broadcasters and Transnational Broadcasting: Coming to Terms with the New Media Order J.K.Chalaby Public Service Media and Children: Serving the Digital Citizens of the Future A.D'Arma& J.Steemers Heritage Brand Management in Public Service Broadcasting G.F.Lowe& T.Palokangas PART II The BBC and UK Public Service Broadcasting J.Tunstall France: Presidential Assault on the Public Service R.Kuhn Public Service Broadcasting in Germany: Stumbling Blocks on The Digital Highway R.Woldt Public Service Communication in Italy: Challenges and Opportunities C.Padovani Spanish Public Service Media on the Verge of a New Era B.Leon Squeezed and Uneasy: PSM in Small States: Limited Media Governance Options in Switzerland and Austria J.Trapel The 'State' of 'Public' Broadcasting in Greece S.Papathanassopoulos Public Service Broadcasting in Poland: Between Politics and Market P.Stepka From 'State Broadcasting' to 'Public Service Media' In Hungary M.Lengyel Future Directions for US Public Service Media W.Baer Identity Housekeeping in Canadian Public Service Media P.Savage Public Service Media in Australia: Governing Diversity G.Hawkins New Zealand on Air, Public Service Television and TV Drama T.Dunleavy Bibliography Notes Index
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.016 | 0.011 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.006 | 0.004 |
| Insufficient payload (model declined to judge) | 0.055 | 0.012 |
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 source (direct Gemma or distilled Codex), 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".