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Record W3162579146 · doi:10.1111/ijfs.15167

Consumer perceptions of insect consumption: a review of western research since 2015

2021· review· en· W3162579146 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueInternational Journal of Food Science & Technology · 2021
Typereview
Languageen
FieldAgricultural and Biological Sciences
TopicInsect Utilization and Effects
Canadian institutionsnot available
Fundersnot available
KeywordsDisgustConsumption (sociology)PerceptionNovel foodProduct (mathematics)LegislationMarketingBusinessPsychologyPolitical scienceSocial scienceSociologyBiologySocial psychology

Abstract

fetched live from OpenAlex

Summary Edible insects have been touted as a sustainable food of the future, but for Western consumers, the concept of entomophagy is largely unfamiliar and often disgusting. This review article discusses current trends in perceptual entomophagy research in Australia, Canada, Europe and the USA since 2015, along with an analysis of the guiding theoretical approaches to predicting insect consumption. Instead of trying to convince unwilling consumers, sensory and consumer science should turn to optimising insect‐eating experiences for potential early adopters. Hedonic evaluations of insect‐based products highlight differences in regional palates, but certain emotional responses seem consistent, including a group of newly coined ‘food‐evoked sensation seeking emotions’. Through clear‐cut insect‐inclusive legislation and effective product development, entomophagy‐specific fear and disgust may diminish over time. Researchers, food companies and governments all play critical roles in integrating insects into modern food systems, but consumer behaviour will ultimately determine the success of novel foods like insects.

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)0.003
metaresearch head score (Gemma)0.002
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 score0.985
Threshold uncertainty score0.627

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.003
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0020.000
Research integrity0.0000.001
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 head0.167
GPT teacher head0.439
Teacher spread0.272 · 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