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Record W4412999517 · doi:10.1016/j.lwt.2025.118298

Effect of solid-stated fermented grasshopper (S. purpurascens) on gluten-free bread: a nutritional, textural and rheological approach

2025· article· en· W4412999517 on OpenAlex

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.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueLWT · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicInsect Utilization and Effects
Canadian institutionsnot available
FundersConsejo Superior de Investigaciones CientíficasInstituto Tecnológico y de Estudios Superiores de MonterreyUniversity of Manitoba
KeywordsGrasshopperGluten freeFood scienceRheologyFermentationGlutenMathematicsChemistryBiologyMaterials scienceEcologyComposite material

Abstract

fetched live from OpenAlex

The demand for gluten-free bread has surged driven by dietary needs of celiac and gluten-sensitive individuals, as well as growing consumer interest in health-focused diets. Research on gluten-free products is driving the exploration for high-quality protein sources to enhance their nutritional profile. The edible insect powder replacement on bread formulation is the strategy proposed in this work to enhance protein content in gluten-free bread. This study investigates the impact of incorporating solid-state fermented Sphenarium purpurascens powder on the quality of gluten-free breads and doughs made from rice and maize. Breads and dough with 20 g/100 g and 40 g/100 g substitution of base flour with fermented and non-fermented grasshopper powder, were evaluated. Physicochemical analysis revealed substantial protein and fiber improvements in protein and fiber with a substitution of 40 g/100 g, complying with FDA criteria as a "good source of protein." Rheological assessments indicated that the addition of fermented grasshopper powder reduced dough viscosity and starch retrogradation. Textural analysis showed increases in hardness and chewiness when fermented grasshopper was used, which can be potentially disadvantageous for sensory quality of the product. This research highlights the use of fermented grasshopper as a promising protein source for gluten-free bread.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.761
Threshold uncertainty score0.211

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.008
GPT teacher head0.247
Teacher spread0.240 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it