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Record W2626720561

Between Orchard and Highway: Roadside Produce Stands as Rural Artifact and Enterprise

2015· article· en· W2626720561 on OpenAlexaff
Jan Hadlaw, Ben Bradley

Bibliographic record

VenueMaterial Culture Review / Revue de la culture matérielle · 2015
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicWine Industry and Tourism
Canadian institutionsUniversity of AlbertaYork University
Fundersnot available
KeywordsOrchardGeographyVernacularArtifact (error)ArchitectureBusinessAgroforestryAgricultural economicsArchaeologyComputer scienceEcologyEconomicsEnvironmental scienceArt
DOInot available

Abstract

fetched live from OpenAlex

Family-built, owned, and operated fruit stands sprouted up along the major roads of British Columbia’s southern Interior in the early 1950s, when “farm-gate” sales were the only way to sell fruit outside the province’s co-operative marketing system. Early fruit stands were often no more than crates of produce displayed at the point where orchard met road, but over time some became central to their owners’ orchard operations and were further enlarged and improved. Using two of BC’s longest-running fruit stand operations as case studies, this article traces the emergence, evolution, and persistence of this familiar yet oft-overlooked form of vernacular commercial and agricultural architecture, which has been a signature feature of the region’s landscape for more than half a 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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.184
Threshold uncertainty score0.365

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0050.012
Scholarly communication0.0070.003
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.018
GPT teacher head0.246
Teacher spread0.229 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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
Published2015
Admission routes1
Has abstractyes

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