Microwave-induced plasma heating and synthesis: In situ temperature measurement of metal oxides and reactions to form ternary oxides
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
Direct microwave synthesis between solids is limited by the restricted number of materials that exhibit microwave heating at room temperature. The dielectric properties of most materials dictate that microwave heating can occur at higher temperatures, primarily due to increasing conduction losses. Microwave-induced plasma promoted microwave heating circumvents the requirement for room temperature microwave heating allowing microwave methods to be applied to a greater range of materials. For example, MgO heats to >1700 degrees C using an O(2) plasma and 900 W magnetron power. Here we demonstrate that in situ temperature measurements can be used to identify binary oxides that exhibit significant plasma promoted heating. Furthermore, reactions to form ternary oxides can be monitored to determine if reactions are driven by the dielectric properties of the precursor(s) or product.
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