Efficiency analysis of the Canadian wood-product manufacturing subsectors: A DEA approach.
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
The current state of hardwood log merchandising and bucking practices in West Virginia was examined by on-site interviews with 50 timber harvesting companies. Results indicate that most of the roundwood harvested was merchandized into sawlogs, pulpwood, OSB, peelers, veneer, and scragg. The average daily production of the logging companies was 4.4 truckloads per day with more than 60 percent of the companies producing 1 to 3 truckloads per day. Most sawmills required a small-end diameter between 10 and 12 inches and preferred logs 10 feet in length. Incentives ranging from $10 to $50 per thousand board feet (MBF) in Doyle scale would be needed for some companies to buck logs for grade. Approximately half of the logging companies and 46 percent of the independent loggers were willing to take advantage of training for better bucking decisions and strategies.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| 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 it