Mechanochemical Synthesis of CPM‐5: A Green Method
Why this work is in the frame
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Bibliographic record
Abstract
Abstract The development of green technologies for the manufacture of various materials is considered as one of the approaches to address some of the environmental issues of commercializing new materials. A mechanochemical (MC) method is developed to synthesize crystalline porous material‐5 (CPM‐5). The effect of different mechanical parameters, including oscillation frequency and time and the number of metal balls used for milling is studied. Results revealed that CPM‐5 crystals are successfully formed under optimized conditions. It was noted that the thermal treatment of the samples after grinding is very crucial for the formation of CPM‐5 under the studied conditions. Moreover, washing of samples with a 1:1 solution of dimethylformamide (DMF):H 2 O remarkably enhanced the surface area of the final product.
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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