On-Line Analytical Techniques for Monitoring Crystallisation Processes of Organic Speciality Chemicals
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 order to examine on-line batch crystallisation processes a new integrated batch process engineering laboratory has been established providing facilities for the on-line measurement and control of: •reactant supersaturation via ATR-FTIR spectroscopy;•crystal size via acoustic attenuation spectroscopy;•particle perfection and polymorphic form via X-ray diffraction;•crystallisation on-set and meta-stable zone width via UV vis spectroscopic turbidometric measurements. These facilities are complemented via assessment of reactant mixing as measured via laser doppler anemometry and simulated using multi-phase computational fluid dynamics. An overview of the planned research programme and material systems to be examined are presented:
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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 | 0.011 | 0.008 |
| Meta-epidemiology (narrow) | 0.005 | 0.005 |
| Meta-epidemiology (broad) | 0.006 | 0.001 |
| Bibliometrics | 0.009 | 0.015 |
| Science and technology studies | 0.006 | 0.019 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.004 | 0.003 |
| 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