Bibliographic record
Abstract
Cellulose exists in nature as a polydisperse, linear, crystalline (polysaccharide) macromolecule of high molecular weight having a high degree of polymerization: typically between 10,000 and 15,000 glucose residues depending upon the source of cellulose. Cellulose, the principal structural component of wood, provides superior mechanical strength through its high crystallinity and molecular weight. The supermolecular arrangement of the polymer chains within the fibrillar and sub-fibrillar structure of the wall has been the subject of various theories. In a native cellulosic fiber, the number of long-chain cellulose molecules which pass through a given cross-section is approximately one or two thousand million. The matrix phase in a cellulosic fiber cell wall consists of relatively unoriented or amorphous, short-chained or branched polymers of various molecular species - lignin and hemicellulose and any other polymers such as pectopolyuronides that might be present in a given layer, plus all of the tiny voids and gases and adsorbed water associated with them.
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 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".