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
We examined the preferred stage of host attacked, seasonal dy-namics, and methods for laboratory rearing for Phygadeuon fumator Gravenhörst, a potential biological control agent of house flies and stable flies in Manitoba. Of 50,842 live sentinel house fly pupae retrieved at two Manitoba dairies in 1996, P fumator parasitized 1,998. A total of 4,691 naturally occurring house fly and stable fly pupae were collected, of which 9.4 % were parasitized by P. fumator. Phygadeuon fumator attacked only pu-pae in the field. When individual females were exposed to pupae and 3rd instar house fly larvae in the laboratory, 52.2 % and 5.8% of observations were taken when females were in contact with containers of the pupae and larvae, respectively. At 22°C, males of P. fumator had significantly shorter development times (24.8 ± 0.1 days, 14 to 35 days; n=615) than females (26.5 ± 0.2 days, 18 to 35 days; n=147). Some P. fumator did not emerge immedi-ately and entered a state of larval diapause. A greater proportion of P. fumator in sentinel pupae entered larval diapause (75.8%) than those in naturally occurring pupae (29.5%). Phygadeoun fumator has considerable potential as a biological control agent of house flies and stable flies, but factors influencing diapause induction and laboratory rearing must be determined. Proceedings of the Entomological Society of Manitoba, Volume 55, 199918
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 | 0.000 |
| 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