Genetics and Light Affect Grouping Behavior in Red Flour Beetles
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
Although others may see beetles as pests, entomologists would say otherwise. These critters vary in sizes and can be found almost anywhere! Interaction amongst humans and animals within an environment can be pretty similar whether it is environmentally influenced or through genetic material. We often question if habits are done because of genes or because of what is going on around us. Although beetles do not seem interesting, they actually have their own way of socializing. Beetles do not really have the best vison, however they can socialize/communicate using pheromones. Chemical messages are chemicals integrated with behavior (Birch, 1976). Using red flour beetles from Mantitoba, Canada (NDG) and Hudson, Kansas (Hudson) we can see how these beetles from two different areas interact amongst each other. Will there be a distinct isolation due to there strains and if so does this affect how they are within the same strain.
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 | 0.001 | 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 | 0.000 |
| 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