Stepping through the looking glass: A new relationship between professional foresters and forest technologists
Bibliographic record
Abstract
The regulation of forest professionals in British Columbia is undergoing dramatic change. The long-standing close working relationship between professional foresters and forest technologists is now entrenched in legislation. A new Foresters Act came into law on June 20, 2003. It authorizes the Association of British Columbia Professional Foresters to regulate forest technologists as well as professional foresters. This new approach to the regulation of the two groups will build upon their healthy relationship and strengthen the forestry team as it grapples with the challenges ahead. Key words: forest professionals, professional forester, forest technologist, British Columbia, Foresters Act, regulation
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.009 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.071 | 0.032 |
| Scholarly communication | 0.023 | 0.009 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.010 | 0.017 |
| Insufficient payload (model declined to judge) | 0.012 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".