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
ESIS is synthesized by using the in-situ performic method.The improvement method for synthesis process is studied by multistep dropping addition.The results show that the difficulties such as epoxy value control and heat elimination existed in the traditional process can be solved well by multistep dropping addition process.By the new synthesis process,the amount of formic acid is reduced by 40%and side reaction is decreased.The maximum epoxy value is 4.05 mol/kg,increasing by 19.1%,In addition,the alcohol is employed in the system for a homogenous synthesis of ESIS.The homogenous reaction can be performed under extremely rapid react velocity and ambient temperature.The epoxy value of ESIS produced by homogenous synthesis is 0.37mol/kg.ESIS based Hot-melt pressure sensitive adhesive(HMPSA) have better adherent properties in initial tack,holding tack and peeling strength than SIS based HMPSA.
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