Hydrothermal carbonization coating on recycled quartz glass fiber
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
• Recycled quartz fiber with coating was tested for solar thermal evaporation. • Hydrothermal carbonization at 200 °C for 4 h created hydrochar on quartz wool. • Carbon coating thickness varied, enhancing solar absorption and water transport. • Carbon-coated quartz wool evaporated water 2.5 times faster than uncoated wool. Hydrothermal carbon derived from D-glucose was deposited on quartz fiber wool to enhance solar thermal evaporation. Thermogravimetric analysis (TGA) indicated 46 % weight loss for the coated wool above 500 °C. The BET surface area of the coated wool was 6.8581 m 2 /g. The carbon at the outer surface fibers of the quartz wool was thicker. The steady-state solar thermal evaporation rate of the carbon-coated quartz wool was found to be 3.1831 kg/m 2 ∙h, which is 2.5 times higher than that of the uncoated one (0.8785 kg/m 2 ∙h).
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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