Potential Use of Insects as Raw Material in Food for Feed to Alleviate Some Chicken Production Constraints in Adamawa Region, Northern Cameroon
Bibliographic record
Abstract
Chicken production in Cameroon is steadily increasing, even in regions traditionally dominated by cattle and goat farming. A significant constraint to this growth is the high cost and limited availability of feed, which represents the largest portion of overall production costs. To enhance the sector’s contribution to population well-being, sustainable feed alternatives are essential. Black soldier fly larvae (BSFL, Hermetia illucens) present a promising solution by converting organic waste into nutrient-rich biomass, offering a sustainable method for waste management and producing high-quality proteins, lipids and micronutrients to help mitigate supply shortages of premix (vitamin concentrates) essential for feed formulation. To explore stakeholder acceptance of insect-based feed, a study was conducted in the Vina Division of the Adamawa region in Cameroon, from July to August 2023, involving 107 participants. The survey examined socioeconomic profiles of poultry farmers and poultry feed sellers, and afterwards focused on the acceptance of the use of BSFL as ingredient in poultry feed. Results indicated that poultry farmers were predominantly male, aged between 30 and 40 years. Most poultry farmers had attained a secondary education, while the majority of poultry feed sellers had only completed primary education and lacked formal qualifications in chicken breeding. Consequently, their skills are poor, less than five years of experience. The most important constraints identified were high costs of ingredients needed in the formulation of feed, product marketing difficulties and, disease management. Traditional protein sources like soybean, fishmeal, and groundnut cake were commonly used, but there was notable openness to insect-based feed. Around 76% of poultry farmers and 100% of poultry feed sellers were willing to use BSFL if they were cost-effective and beneficial for poultry health. The acceptance of insect meal indicates a promising future for its use in poultry feed formulations, pending further studies to confirm its efficacy and economic viability.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".