MAP<sup>TM</sup>: Microwave-assisted Extraction of Fatty Acids and Py/Gc/Ms Analysis of Selected Insects
Bibliographic record
Abstract
A Microwave-Assisted Process (MAP) solvent extraction procedure was used in conjunction with GC/MS analysis to investigate the chemical composition of dried silkworm, dried earthworm, silkworm droppings, and cicada nymph skin. Selected insect samples were also analyzed by pyrolysis-GC-MS. Silkworm and earthworm generated fatty acids, sterols and phenol derivatives. Cicada nymph skin was analyzed by pyrolysis/GC/MS and generated mainly heterocyclic compounds. The data indicated that insects can retain environmental contaminants such as 2,6-bis(1,1-dimethylethyl)-4-methyl phenol (BHT) and as such could be used as biological indicators. In addition, some of the therapeutic characteristics associated with insects could be attributed to the chemicals ingested from plant sources.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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) | 0.003 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".