Preparation and in vitro evaluation of hydrophobic‐modified montmorillonite stabilized pickering emulsion for overdose acetaminophen removal
Bibliographic record
Abstract
Abstract Pickering emulsion stabilized with hydrophobic‐modified montmorillonite (HMMT) was proposed for treating acute overdose acetaminophen intoxication, with a rapid removal rate, better stability, and good biocompatibility. The tiny HMMT was able to adsorb at the oil‐water interface of the Pickering emulsion to reduce the interfacial energy along with the formation of solid particle layer, in order to enhance the stability of the emulsion and improve the removal performance. With a fast removal rate, the detoxifying Pickering emulsion removed 0.5 g/L acetaminophen in the simulated gastric fluid to 0.13 g/L in 6 min, which is less than the intoxication content of 0.15 g/L, with a leakage ratio of lower than 4 % in simulated intestinal fluid over 4 h. Such a detoxifying emulsion was prepared at 55 °C with 2 % organoclay (HMMT) as the emulsifier, 6 % tributyl phosphate (TBP) as the extractant, and 0.1 mol/L NaOH as the inner phase in the volume ratio of 5:7. All the results denoted that the Pickering emulsion could be a promising candidate for the acute oral intoxication treatment.
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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 | 0.001 |
| 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 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".