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
MnZn ferrites with the chemical formula Mn0.68Zn0.25Fe2.07O4 were prepared by conventional ceramic techniques.The influence of Ta2O5 addition on the microstructure and magnetic properties of MnZn ferrites was investigated.When the Ta2O5 addition is less than 0.04wt%,the grain size increases with the increase of Ta2O5 concentration,the initial permeability,saturation magnetic flux density and DC resistivity increase,the power losses and porosity decrease.However,excessive Ta2O5 addition(0.04wt%) results in the exaggerated grain growth and porosity increase which make the initial permeability,saturation magnetic flux density and DC resistivity decrease,and the power losses increase.When the Ta2O5 addition is 0.04wt%,the initial permeability,saturation magnetic flux density and DC resistivity reach the maximum,the power losses and porosity reach the minimum.
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) | 0.003 | 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