Profound Effect of the Milling Assembly on Polymorphism in Mechanochemical Cocrystallization
Bibliographic record
Abstract
Mechanochemistry provides a highly efficient, but still poorly understood route to synthesize and screen for polymorphs of organic solids. We present a hitherto unexplored approach to control the mechanism and outcome of mechanochemical cocrystallization through changes to the milling assembly, i.e. milling jar and balls. Whereas polymorph control of mechanochemical cocrystallization is typically discussed in terms of liquid additives, real-time synchrotron X-ray diffraction studies reveal a direct impact of the choice of milling media on the rate of formation and interconversion of cocrystal polymorphs. This effect enabled the discovery of a new polymorph of a cocrystal of nicotinamide and adipic acid, whose formation and conversion to the previously known, enantiotropically-related form, was readily controlled by milling in jars made of different materials.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| 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 | 0.001 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".