Continuous Production of an API Suspension (ZS-9) under Oscillatory Flow at Intensified Temperature and Pressure
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
A baffleless oscillatory flow coil reactor is implemented for the continuous production of a sodium zirconium cyclosilicate (SZC) species (ZS-9) suspension at elevated temperature and pressure. Development of the process and the resulting effects on product quality are outlined, including both mechanical changes to the reaction system itself and parametric tests of the operating conditions. The reaction apparatus proceeded through several iterations, where physical changes upstream of the crystallization coil from a simple T-junction mixing point to the final system containing a prefilled seeding loop led to significant improvements in product quality. The effects of system temperatures, fluid space times, and oscillation intensity are then outlined, leading to final operating conditions consisting of a 1 h crystallization fluid space time at 245 °C and up to 75 bar, a 173 °C seeding temperature, and a velocity ratio ( Re o / Re n ) ratio of 175 and a ZS-9 production rate of 40 g/h.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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