Bibliographic record
Abstract
加拿大森林资源丰富，林产工业是其重要产业之一，2004年其MDF产年量达157万m^3，约占北美地区MDF年总产量的30％，并且近年来一直保持着稳步的发展态势。加拿大国家林产工业技术研究院（Forintek）是该国唯一的国家林产工业研究机构，对加拿大林产工业的发展起到举足轻重的作用。Forintek总部位于温哥华（Vancouver）市，并在魁北克（Quebec）省Sainte—Foy市设有一个研究分院，在渥太华（Ottawa）等其他主要省／市还设有多个办事处，便于与工厂加强联系。为支持、适应北美地区MDF／HDF的发展，Forintek在Quebec研究分院专门成立了一个MDF／HDF实验中心。获悉2005年秋，我国人造板行业的知名专家——东北林业大学陆仁书教授应邀前往Quebec分院访问。笔者慕名就该院MDF／HDF实验中心的运作及研究状况采访了陆教授，并作此篇报道，以飨读者。
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 | 0.000 | 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) | 0.002 | 0.003 |
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; both teacher heads agree on what is shown here.
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".