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Record W7132558520

Food as Voice

2025· article· en· W7132558520 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

VenueMiCISAN · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicCulinary Culture and Tourism
Canadian institutionsnot available
Fundersnot available
KeywordsVariety (cybernetics)NothingHegemonyArgument (complex analysis)NationalismQuarter (Canadian coin)Narrative
DOInot available

Abstract

fetched live from OpenAlex

Diet is one of the spheres that best shows us how a society operates and changes. That’s why a récipe book is always full of discourses. Nothing in cookbooks is superficial, gratuitous, or innocent. Studying them is like a compass, a time capsule that helps us identify ways the connections between people and the food they consume develop and understand cultural behavior. They are exercises in literary prose, and we can find in them not only guides about how to cook, but also a variety of socio-political and cultural discourses that show us an entire contextual analysis. For example, the first cookbooks in Mexico were written with nationalist aims at a time when people were seeking independence. Almost two centuries later, cookbooks are being written to document acts of extreme violence, such as forced disappearance and gender-based violence. The few materials of this kind that exist until now attempt to dismantle hegemonic discourses that were implanted years ago, breaking with the canon and the notion people have about cookbooks. Therefore, in this article, the aim is to analyze how the argument has changed in cookbooks, mainly those created in Mexico in the midnineteenth century and the break in the discourse found in those of the first quarter of the twenty-first century.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.715
Threshold uncertainty score0.486

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 head0.015
GPT teacher head0.227
Teacher spread0.212 · 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