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Record W3194558746 · doi:10.1080/07373937.2021.1962905

Insect processing for food and feed: A review of drying methods

2021· review· en· W3194558746 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueDrying Technology · 2021
Typereview
Languageen
FieldAgricultural and Biological Sciences
TopicInsect Utilization and Effects
Canadian institutionsMcGill University
Fundersnot available
KeywordsBlanchingBiomass (ecology)Food processingEnvironmental scienceSustainabilityProcess engineeringPulp and paper industryAgricultural engineeringBiotechnologyBiochemical engineeringWaste managementFood scienceBiologyEngineeringAgronomyEcology

Abstract

fetched live from OpenAlex

Production of insects for food and feed purposes is rapidly emerging in Europe, filling an important niche of locally supplied protein and fat sources with improved environmental sustainability. Processing of insect biomass is becoming of utmost importance to fulfill the requirements for safe edible biomass and find efficient ways to reduce potential biological and chemical hazards. Current methods of insect biomass processing, well-developed, and established in food and feed industry, rely on thermal treatment (blanching, boiling, drying, cooling, freezing, freeze drying), mechanical (grinding, pressing, milling), and fractionation processes (extraction, purification, separation, centrifugation). This article summarizes and reviews recent activities performed by different interdisciplinary research groups dealing with insect drying. The diverse techniques for insect drying are discussed with the objective of identifying the ones with the highest economic, environmental, and social potential. Moreover, the quality attributes of insects dried with different methods (starting from simple sun drying and finishing with Pulsed Electric Fields enhanced lyophilization) are analyzed. Finally, selected legal aspects concerning usage of dried insects as food are presented.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.940
Threshold uncertainty score0.442

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.000
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 head0.112
GPT teacher head0.389
Teacher spread0.277 · 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