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
Ti-CMC-HTL/WP was fleetly prepared by the technology of the microwave-crystallization and low saturated state of coprecipitation.The purposed sample was characterized by XRD,IR and SEM.The results show that the synthesized Ti-CMC-HTL/WP with 50-100 nm particles having the structure of HTL.Ti-CMC-HTL/WP was then applied to the adsorption of methylene blue(MB).The effects of adsorbent times,the adsorbent temperature,MB concentration and cycle life on the MG adsorption are investigated,the results show that Ti-CMC-HTL/WP has the good cycle life and the removal rate of MB can reach 94.5% under of the conditions of 40℃ adsorbent temperature,adsorbent time of 40 minutes,MB concentration of 32mg/L and adsorbent concentration of 200mg/L,which suggest that Ti-CMC-HTL/WP can be used as a novel and efficient adsorbent for the removal of MB.
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) | 0.001 | 0.001 |
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