Complex Dynamical Behavior from Coupling between a Catalyzed Belousov−Zhabotinskii-Like Reaction and Its Uncatalyzed Oscillatory Component in a Flow Reactor
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Bibliographic record
Abstract
We have investigated the relationship between the ferroin-catalyzed gallic acid/bromate oscillatory reaction with its uncatalyzed oscillatory component in the light of experimental findings and mechanistic understanding. Low stirring and high temperature increase the oscillation frequency and decrease the amplitude in this catalyzed system, which has been explained in terms of stirring and mixing effects. The uncatalyzed component is reported to exhibit bistability at 20 °C (room temperature) in a new concentration region and oscillations and bistability at very low flow rate in the presence of an additional feed of bromide ions.
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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