Investigating the Composition and Electrochemical Activity of Ti/SnO<sub>2</sub>-Sb<sub>2</sub>O<sub>5</sub> Anodes Fabricated by Thermal Decomposition
Bibliographic record
Abstract
Antimony-doped tin oxide anodes were fabricated from the thermal decomposition of tin chloride and antimony chloride. The surface and in-depth distribution of elemental compositions were analyzed using photoelectron spectroscopy. The results suggested that during the thermal treatment of the anodes, antimony preferentially was lost by evaporation, resulting in a composition that deviated from that nominally expected. Further electrochemical tests revealed that the composition in the antimony-doped tin oxide coatings had an impact on the conductivity of the anodes. Therefore, this study reveals that the evaporation loss of the precursor had an impact on the electrochemical activity of the antimony-doped tin oxide anodes.
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How this classification was reachedexpand
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".