The efficacy of forest certification: Perceptions of Canadian forest products retailers
Bibliographic record
Abstract
A nation-wide survey of wood products retailers was conducted to examine their perceptions related to forest certification and its impacts in the market place. Four widely accepted forest certification standards were taken into account: International Organisation for Standardization (ISO) 14001, Forest Stewardship Council (FSC), Sustainable Forestry Initiative (SFI), and the Canadian Standards Association (CSA) Z809 Standard. The survey inquired about the economic impacts of forest certification, namely wood purchasing policies and the potential for price premiums on certified wood products. The responses indicated that most retailers had no particular purchasing policies for certified products. However, they reported up to a 20% price premium on certain certified products, although the number of consumers who request certified wood products was small (less than 10%). The retailers also indicated that the most important reasons for buying or selling certified forest products revolved around improved company image, being an environmental leader in the field, and maintaining or increasing market share. Finally, respondents felt that forest certification had minimal impacts on the social aspects of forest management, while the environmental and economic aspects of forest management were perceived to be subject to more marked changes.
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 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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".