Dead Ducks and Dirty Oil: Media Representations and Environmental Solutions
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 April 2008, more than 1,600 migrating ducks died after landing on a toxic tailings pond in the Oil Sands region of northeastern Alberta. The responsible company was found guilty and paid the largest environmental fine in Alberta's history. To assess the nature of this environmental focusing event, we identified 747 newspaper articles that covered this event, published between January 2008 and June 2011. Each article was coded based on date of publication, voices represented, and solutions proposed. The coverage was concentrated following the original and related events, creating a focusing event, and expressed mainly the voices of powerful actors in industry, government, and environmental groups. Most of the solutions proposed were short term and depicted a zero-sum trade-off between environmental and economic interests. We suggest that more sustained media attention with a greater diversity of voices and solutions could foster greater dialogue around environmental challenges like toxic tailings ponds.
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 | 0.000 | 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 | 0.001 | 0.001 |
| 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