MétaCan
Menu
Back to cohort
Record W4324319020 · doi:10.1093/ereh/head004

No wheat crisis: trade liberalization and transportation innovation in Quebec during the 1830s and 1840s

2023· article· en· W4324319020 on OpenAlexaboutno aff
Vincent Geloso, Alicia Plemmons, Andrew C. Thomas

Bibliographic record

VenueEuropean Review of Economic History · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsnot available
Fundersnot available
KeywordsAgrarian societyEconomicsConservatismShock (circulatory)Falling (accident)LiberalizationFree tradeProduction (economics)ColonialismInternational tradeInternational economicsAgricultural economicsEconomyMarket economyAgriculturePolitical scienceGeographyPoliticsMacroeconomics

Abstract

fetched live from OpenAlex

Abstract In the first half of the nineteenth century, the wheat oriented agrarian economy of Lower Canada saw a rapid collapse in wheat production. These developments have been blamed on factors ranging from soil exhaustion to cultural conservatism and used to infer falling living standards in the colony. We provide evidence suggesting this collapse was largely the result of adjustment to the trade shock that followed the Colonial Trade Act of 1831 and a rapid reduction in freight costs between the Canadian colonies. Areas more exposed to external markets—as proxied by road access—shifted away from wheat production.

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)0.001
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: none
Teacher disagreement score0.514
Threshold uncertainty score0.895

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 head0.016
GPT teacher head0.225
Teacher spread0.209 · 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

Citations10
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueEuropean Review of Economic HistorySame topicCanadian Identity and HistoryFrench-language works237,207