Fragmented national public media debate on international forest issues: a case study of Germany
Bibliographic record
Abstract
Over the past two decades, a number of international forest-related policies have evolved at the global and regional levels. The elements of this International Forest Regime Complex, however, are not equally relevant to all countries. This study analyzes the main actors’ positions in the public media debate in Germany and identifies links to the interests of the actors. First, the study explores the international regime related forest issues. A qualitative content analysis of the public media debate in one high-quality newspaper and in internet sources of relevant state and private actors analyzes the arguments of these actors in the issues. The results show that the debate of international forestry issues is fragmented and conflicting in Germany and that the conflict between use and protection structures in the public media debate is not supported by the data. Drivers of conflicting arguments are mainly associations representing protection, as well as user interests. The ministries avoid confrontation in public. Alliances between public agencies and lobby groups are seldom. Due to the strategic use of the public media, the debate does not indicate very well the existing conflicts about the main issues of the international forest regime in Germany.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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 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".