Response of Flour Beetles to Multiple Stressors of Parasitic (<i>Hymenolepis diminuta</i>), Environmental (Diatomaceous Earth), and Host (Reproduction) Origin
Bibliographic record
Abstract
Organisms face a multitude of potential stressors, and the way these stressors interact can provide insights into underlying biological processes. This study examined the flour beetle Tribolium confusum and its survival, net fecundity, and surface-seeking behavior in response to combinations of stressors from 3 categories. Infection by the cestode Hymenolepis diminuta provided a stress of parasitic origin. Exposure to diatomaceous earth (DE) provided a stress of environmental origin. Use of virgin and mated beetles evaluated reproduction as a stress of host origin. Single and multiple exposure of beetles to parasite eggs achieved a maximum mean abundance of 21 parasites/beetle and a maximum intensity of 90 parasites in an individual beetle. DE reduced initial parasite establishment, but did not directly affect survival of parasites after their establishment in the host. A rehydration technique was used to recover parasites from dead beetles, enabling this to be the first study to correlate H. diminuta intensity at time of death directly to mortality of T. confusum. A dichotomous intensity-mortality relationship was observed in 8% DE, whereby lightly infected (<20 parasites) hosts were killed by DE in an intensity-independent manner, but more heavily infected hosts were killed in an intensity-dependent manner. Host mating status did not affect host survival, but there were interactions among mating status, parasitism, and DE on net fecundity and surface-seeking behavior. However, these effects were minor compared to the host mortality that occurred when parasite abundance and DE concentration were both high. The aggregated distribution of T. confusum in beetles, the difficulty of achieving high mean abundances, and an apparent need for the stressors to have strong effects individually if they are to have enhanced effects when in combination, suggests that exposure to multiple stressors would seriously impact only a small proportion of the host population.
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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 | 0.001 | 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) | 0.000 | 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".