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Record W3206765413 · doi:10.1353/his.2021.0037

Subsistence Production and Commodity Production in the British Imperial Food System: The Case of Nova Scotia Apples

2021· article· en· W3206765413 on OpenAlexvenueaboutno aff
James Murton

Bibliographic record

VenueHistoire sociale · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsnot available
Fundersnot available
KeywordsSubsistence agricultureNova scotiaAgricultureAgricultural economicsCommodityFood processingEconomyCensusProduction (economics)BusinessGeographyEconomicsArchaeologyPolitical scienceMarket economySociology

Abstract

fetched live from OpenAlex

The history of agriculture in Nova Scotia's Annapolis Valley before the Second World War has mostly been written as a story of the marketing of apples to Britain. Indeed, the valley in the first half of the twentieth century featured the full apparatus of industrial fruit production: grading and inspection systems, mechanical sprayers delivering chemical sprays, expert advice, and an infrastructure of railways, packing houses, storage facilities, and commercial intelligence. Analysis of government and other expert reports, as well as diaries, oral interviews, and census data, reveals that the business of supplying apples to global markets was built on a foundation of household production that mixed commodity crops with the making of crop and animal products for local markets and the growing of food for farm families. For valley farmers, selling on global capitalist markets was only part of a range of strategies for household subsistence. Abstract: L'histoire de l'agriculture dans la vallée de l'Annapolis en Nouvelle-Écosse avant la Seconde Guerre mondiale a surtout porté sur la commercialisation des pommes en Grande-Bretagne. En effet, pendant la première moitié du XXe siècle, la vallée était dotée de tout l'équipement de production fruitière industrielle : systèmes de classement et d'inspection, pulvérisateurs mécaniques dispersant des produits chimiques, conseils d'experts et une infrastructure comprenant des chemins de fer, des usines d'emballage, des entrepôts et des renseignements commerciaux. L'analyse des rapports du gouvernement, ainsi que des journaux intimes, des entretiens oraux et des données de recensement, révèle toutefois que l'approvisionnement des marchés mondiaux en pommes reposait sur une production domestique qui associait les cultures de base à la fabrication de produits végétaux et animaux pour les marchés locaux et à la production de denrées destinées aux familles de cultivateurs. Pour les agriculteurs de la vallée, la vente sur les marchés capitalistes mondiaux ne représentait qu'une partie des nombreuses stratégies de subsistance des ménages.

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)0.000
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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.072
Threshold uncertainty score0.232

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0090.005
Scholarly communication0.0050.001
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 head0.019
GPT teacher head0.220
Teacher spread0.202 · 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 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
Published2021
Admission routes2
Has abstractyes

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