New strategies in the preparation of binary g-C3N4/MXene composites for visible-light-driven photocatalytic applications
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
In recent years, g-C3N4@MXene photocatalysts have received much attention due to their special composition and excellent properties. MXenes consisting of transition metal carbides, nitrides, and carbonitrides derived from the MAX phase are used as cocatalysts or g-C3N4 (GCN) supporting composites in a variety of photocatalytic processes that accelerate the separation of charge carriers with their heterojunction structure. In addition to the high ability of g-C3N4@MXene nanocomposite to absorb light, it has high photocorrosion resistance in the processes of hydrogen evolution, wastewater treatment, nitrogen fixation, NO treatment, and oxidation and reduction photoreactions. In this review, the latest developments and new technologies for the manufacture and application of noble metal-free g-C3N4@MXene nanocomposite have been discussed and the future perspective has been drawn to deal with challenges related to energy and the environment.
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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) | 0.000 | 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