One-Pot Conversion of Corn Starch into 5-Hydroxymethylfurfural in Water-[Bmim]Cl/MIBK Biphasic Media
Why this work is in the frame
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Bibliographic record
Abstract
This work reports the catalytic conversion of corn starch into 5-hydroxymethylfurfural (HMF) in the presence of AlCl 3 ·6H 2 O in water-[Bmim]Cl/MIBK biphasic media. Among the varieties of corn starch investigated (regular, waxy, and native high amylose), a maximum of 64 wt % HMF was obtained from waxy corn substrates within 20 min of reaction time at 140 °C. The HMF yield was comparable to the yield obtained from fructose and glucose which were of 70 and 68 wt % respectively. Furthermore, MIBK effectively partitioned HMF from the aqueous to the organic phase, thereby preventing further HMF rehydration to levulinic acid (LA). Thus, negligible LA yields (0.1 wt %) were detected in this system. Additionally, [Bmim]Cl and AlCl 3 ·6H 2 O can be recycled for several catalytic runs without compromising the HMF selectivity. In summary, the proposed process parameters are favorable to achieve high HMF yields from amylopectin-rich starches.
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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) | 0.001 | 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 it