Effect of process parameters on fungal resistance of MDF panels
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
A study was conducted at Forintek Canada Corporation to investigate the effects of different refining process conditions and resin contents on mold growth rates. A refining experiment was carried out with a fractional factorial design. Preheating retention time, steam pressure, resin content, and panel density were chosen as the factors, each at two different levels. Twenty-four laboratory panels were made with eight different manufacturing processes. Mold growth on the medium density fiberboard (MDF) panels was quantified according to a modified ASTM standard (D 3273-94). Experimental results showed that preheating temperature and moisture content at the completion of the mold growth test positively correlated to the mold growth rate. Mold growth rate was lower with higher panel modulus of rupture (MOR) tested after a 1-hour boiling treatment and higher initial moisture. To a lesser extent, mold growth was reduced with increased resin content and dry panel MOR.
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 | 0.000 | 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) | 0.000 | 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