Dried crickets (Gryllus sigillatus) and black soldier fly larvae meal (Hermetia illucens) for use in broiler chicken diets: Nutrient composition and availability
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
This research includes data that was originally conducted to meet the requirements of an MSc Thesis by Holly Fisher in 2021 at Dalhousie University in the Faculty of Agriculture in the Department of Animal Science, Bible Hill, NS, Canada, titled, “Evaluation of cricket meal (Gryllus sigillatus) and black soldier fly meal (Hermetia illucens) when incorporated in broiler chicken (Gallus gallus) diets," and specifically accompanies the chapter, "Digestibility of freeze-dried and oven-dried cricket meal cricket meal (Gryllus sigillatus) and black soldier fly meal (Hermetia illucens) in broiler chickens," within the same thesis. This dataset includes the individual pen growth, feed intake, apparent metabolizeable energy (AME) and nutrient digestibility data from this research.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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