Comparison of the Electronic Conduction Mechanism in MnO <sub>x</sub> -CaO-SiO <sub>2</sub> and FeO <sub>x</sub> -CaO-SiO <sub>2</sub> Slag Systems
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Bibliographic record
Abstract
Abstract The electrical and electronic and ionic transference numbers were measured for slags in the system MnO-CaO-SiO 2 using the stepped potential chronoamperometry method. Transference numbers were measured over a range of oxygen partial pressure to evaluate the effect of MnO-CaO-SiO 2 . The data were compared with previously measured data for the FeO-CaO-SiO 2 system. Data were found to fit well, the Diffusion Assisted Hopping Model for electronic conduction previously develop in the authors' laboratory. The only adjustable parameter employed in fitting the data to this model, was, r * , the maximum spacing at which hopping can occur. A single value for this parameter was used for all manganese data. The value of r * obtained for the MnO-CaO-SiO 2 system was slightly smaller than that for the FeO-CaO-SiO 2 system which is in keeping with the relative magnitude of the third ionization energies for Fe and Mn.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
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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