Hansen Solubility Parameters as a Tool in the Quest for New Edible Oleogels
Bibliographic record
Abstract
Abstract By identifying the Hansen space of nonfood‐grade gelators, which are capable of gelling oil, insights into the molecular characteristics required for gelation of edible oil become apparent. In examining the 34 reported oleogelators, molecules that gel oil tend to have a dispersive Hansen solubility parameter (HSP) between 16.0 < δ d > 17.5 MPa 1/2 , a polar HSP between 7.0 < δ p > 11.0 MPa 1/2 , and a hydrogen‐bonding HSP between 7.0 < δ h > 9.0 MPa 1/2 . Although this does not define the complete Hansen space of these gelators, it provides insight into what types of molecules may be capable of forming oleogels in vegetable oils to allow new discovery without relying solely on serendipity.
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How this classification was reachedexpand
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 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".