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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
Many studies on forensic entomology have focussed on Diptera and lack the Hymenopteras population. Nonetheless, hymenopterans are part of the entomofaunal colonization of a corpse. Morphologically, it is difficult to identify and distinguish between them. In this study, using mitochondrial DNA knowledge, the molecular analysis was performed to classify the recovered species of hymenoptera collected from rabbit carcass, quickly and accurately. A molecular identification method with a 251-bp fragment of the 16S ribosomal gene RNA (16S rRNA) from a single ant species was evaluated. The maximum likelihood method analysis has recovered a generally well-supported phylogeny, with most taxa and species groups currently being recognized as monophyletic. The aculeate consistsof some Hymenoptera's best known. Their sister group has traditionally been considered in Ichneumonoidea. In addition, Trigonaloidea was found as the aculeates' sister group and Crabronidae in Apoidea forming the Formicidae's sister group. These results will play an important role in the implementation of the Saudi database forensically relevant ants.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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