Market valorization in broadcasting policy in Ghana: abandoning the quest for media democratization
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
Structural Adjustment Program (SAP) policies have inaugurated a new paradigm in postcolonial governance that is characterized by a predilection for market instrumentality in policy articulation. A review of colonial and, indeed, early post-colonial communication policies demonstrates that the state had always resisted the lure of the market because of the quest to democratize media access. The early postcolonial state thought of national resources as to be regulated more by the requirements of national community need than by the rules of exchange-value. This article puts the development of broadcasting policy in Ghana into historical perspective and shows how commodification has been resisted until the implementation of SAP policies in the last two decades. It argues that the state’s abandonment of responsibility in relation to the business of broadcasting will come at a heavy price of a non-democratized electronic media, as rural areas remain unattractive to broadcasting-for-profit enterprises.
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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 | 0.001 |
| 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) | 0.000 | 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