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
In order to get the decomposition kinetics of LiMn2O4 in air, its decomposition process was studied with TG, XRD and H-E integrated equation. The decomposition reaction from 1070K to 1210K is LiMn2O4 (Cubic)→LiMn2O4-δ(Orthorhombic) +δ/2O2(g)(?), which is controlled by nucleating and growing, and the activated energy is 204.16kJ/mol. The reaction from 1210K to 1473K is 3LiMn2O4_δ(Orthorhombic)→LiMnO2+ Mn3O4 + Li2Mn2O4+(l-3δ/2)O2 (g)(?). Nucleating and growing is the key step of the process from 1210K to 1300K, and its activated energy is 185.61kJ/mol. But the process from 1300K to 1473K is controlled by diffusion, and its activated energy is 208.74kJ/mol. The kinetical compensative effects not only exist in Arrhenius equation but also in Harcourt-Esson equation.
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