MAP<sup>TM</sup>: Microwave-assisted Extraction of Fatty Acids and Py/Gc/Ms Analysis of Selected Insects
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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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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 | 0.002 |
| 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 it