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
Study the vitality index including germination potential,germination percentage,germination index,vigor index,simple vigor index and seedling dry weight of 15 kenaf seeds by way of artificial acceferated aging.The result showed that the germination percentage,germination index and vigor index of these seeds reducing gradually with treat time on condition that high temperature(44±1)℃ and high humidity crelative humidity 95 percent),but the change was different mong different varieties.Through the vague mathematics subjected function synthesical evalucation,The resistomce of aging of the 15 varieties kenaf seeds in sequence from strong to weak as follows:Liao 55C-2Yuehong 1#SD 124Xinhong 95Taihong 763KB 11Qingpi 183-20SF 192V 379Hongyin 135KB 2Fonghong 991Tainong 1.and the germination potential,germination percentage,germination index,vigor index,simple vigor index and seedling dry weight were negatively correlated with the extent of artificial aging treatment.
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 | 0.001 | 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 | 0.001 |
| 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