Media Coverage of Environmental and Social Change in Northern Norway’s Coastal Regions: Main Themes in National and International News
Bibliographic record
Abstract
Media are important agents in the shaping of northern images. Media coverage influences public perceptions and policy governing resource and societal development. But popular media often provide incomplete and skewed representations compared to the documentation provided by scientific literature and the range of activities and interests present in a region. We conducted a topic analysis of media coverage of environmental and social change in the Helgeland, Lofoten, and Vesterålen regions in northern Norway and Svalbard in the high Arctic during approximately 2014 to 2018. Our findings show that popular media collectively contribute to an image of expanding economic development based on natural resource exploitation. However, this narrative is incomplete in terms of the societal dynamics linked to natural resource development as documented in the scientific literature and somewhat biased towards climate change, oil and gas exploitation, tourism, and marine harvesting. Emergency preparedness issues and economic transitions are under-communicated, and we conclude that the popular media narrative only partly represents an alternative to the government policy discourse on northern issues.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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 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".