Assembling carbon nanotube/zinc sulfide composite films in aqueous solution
Why this work is in the frame
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Bibliographic record
Abstract
ZnS nanocrystal/CNT composite films were synthesized by the reaction of Na_2S with Zn(NO_3)_2 in an aqueous solution containing CNTs purified by 65% HNO_3. The composite films were characterized by transmission electron microscopy, X-ray diffraction, selected area electron diffraction and energy dispersive X-ray spectroscopy. Results show that the CNTs act as the framework of the composite films and the ZnS nanoparticles are either anchored on the surface of the CNTs or filled apertures in the CNT network. The ZnS nanoparticles have a well-crystallized wurtzite structure and a uniform diameter of around 5nm. The ZnS/CNT composite is expected to improve the photocatalytic ability of ZnS due to the unique conductive and wave absorptive properties of the CNTs.
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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