Design and optimization of the separation process of acrylic acid and corresponding esters from aqueous solution of formaldehyde–a systematic procedure
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
Abstract The design and optimization of the separation process of acrylic acid and corresponding esters in formaldehyde aqueous solution was systematically researched in this work. Thermodynamics was provided for formaldehyde, acrylic acid, and corresponding esters system according to the particularly. On basis of the thermodynamics, optional separation sequence and separation technology were designed, which reduced separation complexity and search scope. In addition, system integration including process optimization and energy integration were optimized in detail in the procedure. The proposed systematic procedure was applied to acrylic acid and corresponding esters production using methyl acetate and formaldehyde as raw materials. The systematic procedure provided a significant guidance for the separation of the formaldehyde, acrylic acid, and corresponding esters.
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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