Deadwood: People, place, and neoliberal forest policy in British Columbia, Canada
Bibliographic record
Abstract
This article describes the people and forests in traditional Secwépemc territory in the Interior Plateau of British Columbia (BC), Canada. It examines the intersection of neoliberal forest policy and profound ecological change in the south-central region of the province, with careful attention paid to the wider contexts of settler colonialism. The article critiques the implementation of forest policy reform (the Forest and Range Practices Act, enacted in 2004) as it coincided with one of the first major climate change events of landscape-altering magnitude in BC – the mountain pine beetle outbreak. Between 1998 and 2014, the outbreak resulted in tree mortality for roughly half of the mature lodgepole pine trees in the province. It left an expanse of ‘deadwood’ on the landscape, leading to heightened social and political conflict over how the beetle-affected areas were managed. Research methods include transcripts from a public hearing in Tk’emlúps/Kamloops, supplemented by eighteen semi-structured interviews. The article argues that the confluence of neoliberal forest policy and climate change has further entrenched the settler colonial and corporate capture of forests.
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.
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".