Produção de chapas de partículas de madeira de duas espécies nativas daMata Atlântica e suas combinações
Bibliographic record
Abstract
The aim of this work was to manufacture strand and shaving particleboards from Schizolobium parahyba and Erytrina verna and their combinations. The parameters of manufacture were: nominal density 0,65 g/cm³, press temperature 180 ºC, pressing time 14 minutes, resin content 8% (phenol-formaldehyde), particle moisture content 5% (dry weight basis). The best results of static bending tests were found when guapuruvu pure and/or in the face layer was used, although the majority of the treatments presented superior values to when to campared the Canadian Standard (CSA O437-0, 1993). In relation to internal band, 50% of the treatments presented larger values than established by the Canadian Standard. The values of water absorption and thickness swelling were considered high for all the treatments, having to consider that paraffin was not used during board manufacturing.
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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 | 0.000 | 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) | 0.001 | 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 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".