Paper Properties of Typha Latifolia, Pennisetum Alopecuroides, and Agave Americana Fibers and Their Effect as a Substitute for Kraft Pulp Fibers
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
In this study, we have extracted and bleached fibers from three plants (Typha latifolia, Agave americana, and Pennisetum alopecuroides). The obtained pulp contains more than 50% of fines and fibers with lengths not exceeding 1 mm. Generally, the amount of fines depends on fiber source, fiber morphology, pulping conditions, and the extent of mechanical treatment. Handsheets were produced with plant fibers alone or mixed (in different percentages: 7.5%, 15%, 22.5%, and 30%) with a commercial kraft pulp. The mechanical and optical properties of the sheets (breaking length, tear index, young modulus, whiteness, and opacity) show that plants could be used as a substitute fiber supply for the paper industry. However, fines were hardly retained in the sheets. A model to explain the removal of fines is proposed.
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