Index
Bibliographic record
Abstract
AAT (alcohol acyltransferase) 24 ABA see abscisic acid (ABA) abiotic stress 108-12 abscisic acid (ABA) carbon metabolism 20 NO crosstalk 115, 116 ripening/senescence 20, 21, 24, 25, 26 sugar metabolism 20 ACC (1-aminocyclopropane-1-carboxylic acid) 54, 55 ACO2 gene expression 71 acrylamide gel hydromatrices 319 active intelligent packaging 171-84 see also nanostructured postharvest packaging barrier properties modulation 177-8 capabilities 302 colorimetric indicators 317-18 diagram 183 gas-releasing films for antimicrobial effects 178-82 microperforated active modified atmosphere packaging 173-6 nanostructured postharvest 317-19 photonic crystal-based relative humidity indicator 318-19 active modified atmosphere packing see modified atmosphere packaging (MAP), active ADH (alcohol dehydrogenase) genes 23-4
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.757 | 0.666 |
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".