Low-temperature synthesis of C<sub>4</sub>AF by self-propagating combustion reaction
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
Low-temperature synthesis of tetracalcium aluminoferrite (C 4 AF) by the self-propagating combustion reaction (SPCR) method using urea as fuel and metal nitrates as cation precursors is studied, and the mechanism of the combustion reaction is also introduced. Decomposition behaviour of metal nitrates and urea is analysed by differential thermogravimetric analysis, and characterisation of synthesised C 4 AF is performed by X-ray diffractometry and Fourier transform infrared spectroscopy. It is found that C 4 AF with good crystallinity and high purity could be synthesised in a straightforward way by the SPCR method in 2 h at 500°C. The free lime content of synthesised C 4 AF is below the detection limit. Further calcination of synthesised C 4 AF at higher temperatures is only beneficial for improving the crystallinity. It has no effect on chemical structure, and the corresponding hydration behaviour.
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 | 0.003 | 0.001 |
| 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 | 0.001 |
| 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