A Comparison of the Bioactivity of Usnic Acid versus Methylphloroacetophenone
Bibliographic record
Abstract
The identification of natural products that disrupt biofilm formation has become an area of recently expanded interest in combating antibiotic resistance. The formation of biofilms has been correlated with increased pathogenesis in many strains of Gram-negative bacteria. Molecules that disrupt the formation of biofilms therefore represent a potentially novel way to combat pathogenesis. Lichen natural products are an underexplored source of biofilm disrupting natural products. We have investigated the biofilm disrupting activity of the lichen natural product usnic acid (UA) in comparison to the biosynthetic precursor methylphloroacetophenone (MPA). We have observed in our assays that UA is more bioactive than MPA, suggesting a rationale for the biosynthesis of UA in a wide variety of lichen species. These results suggest that lichen natural products may prove to be a rich source of biofilm inhibitors.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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".