MétaCan
Menu
Back to cohort
Record W4413211679 · doi:10.1177/12063312251363067

C.S. Peirce Loves Craft Beers: Indexicality and the Anchoring of Craft in Place

2025· article· en· W4413211679 on OpenAlexaffabout
Kristof Van Assche, Kevin Jones, Tanya Pacholok

Bibliographic record

VenueSpace and Culture · 2025
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicWine Industry and Tourism
Canadian institutionsCanmore Museum and Geoscience CentreUniversity of Alberta
Fundersnot available
KeywordsCraftIndexicalityFraming (construction)NarrativeSociologySemioticsPerspective (graphical)Variety (cybernetics)AestheticsVisual artsEpistemologyHistoryArtComputer scienceLiteraturePhilosophyArchaeology

Abstract

fetched live from OpenAlex

We present a perspective on the potential of craft production to strengthen place brands and vice versa, in a positive dynamic enabling local community development. Tradition and innovation are not constructed as mutually exclusive. The perspective is semiotically inspired, more precisely by the work of C.S. Peirce (1839–1914). We expand on Peirce by including concepts of narrative and place brand in our framing of craft potential, but for the key aspect of conceptualizing the rooting of craft products in place, we rely on Peirce, giving central place to his concept of indexicality. Examples from the Canadian province of Alberta, especially its burgeoning craft beer sector, serve to illustrate this theoretical perspective with a variety of practical implications for food policy, tourism, planning, and economic development.

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.

How this classification was reachedexpand

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: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.315
Threshold uncertainty score0.250

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 head0.007
GPT teacher head0.219
Teacher spread0.213 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueSpace and CultureSame topicWine Industry and TourismFrench-language works237,207