N,S-doped carbon based on phenol formaldehyde resin precursors as an anode material for sodium-ion batteries
Why this work is in the frame
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Bibliographic record
Abstract
This work focuses on investigating carbon materials as anodes for sodium-ion batteries, specifically utilizing a non-graphitizable carbon material based on the phenol-formaldehyde resin with varying concentrations of aniline and thiophene as heteroatoms. Four series of experiments were conducted to synthesize anode materials based on a simple phenol-formaldehyde resin precursor. Four different phenol-formaldehyde resin to aniline weight ratios were applied, namely 0:1, 1:1, 9:1, and 3:1. In the case of thiophene there were three samples and the molar ratios of reagents were as follows: 1:1, 9:1, 99:1. This study aims to provide insights into the electrochemical behavior of these novel anode materials, shedding light on the impact of aniline incorporation into phenol-formaldehyde resins for sodium-ion battery applications.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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