MétaCan
Menu
Back to cohort
Record W4408682771 · doi:10.33423/jabe.v27i2.7552

Mapping the Material World— Logistics in the Historical Narratives of Fernand Braudel

2025· article· en· W4408682771 on OpenAlexvenueno aff
Gilles Paché

Bibliographic record

VenueJournal of Applied Business and Economics · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicHistorical Studies and Socio-cultural Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsNarrativeHistoryArtLiterature

Abstract

fetched live from OpenAlex

This article examines the influence of logistics on economic and social structures, drawing on the work of French historian Fernand Braudel. Braudel emphasizes the crucial role of logistical facilities in managing the technical aspects of flow and shaping human societies throughout history. He notes that logistics impacts everyday life, particularly through the availability of goods and transportation costs. For example, the advent of railroads significantly transformed social and economic dynamics. Logistics also serves as instruments of power, allowing elites to control the flow of goods and capital, reinforcing social hierarchies. Technological innovations such as the telegraph and steamships have greatly enhanced the efficiency of logistical networks, promoting the integration of global markets. However, while Braudel underscores the importance of logistics, his analysis has certain limitations, particularly in overlooking the effects of political and cultural factors on societal transformation. To deepen the analysis, future research could explore global supply chain dynamics or the impact of logistics on contemporary social hierarchies.

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)0.004
metaresearch head score (Gemma)0.006
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: Other · Consensus signal: none
Teacher disagreement score0.129
Threshold uncertainty score0.257

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.003
Science and technology studies0.0150.018
Scholarly communication0.0100.009
Open science0.0010.005
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0040.001

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 head0.034
GPT teacher head0.198
Teacher spread0.164 · 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
GenreOther

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 routes1
Has abstractyes

Explore more

Same venueJournal of Applied Business and EconomicsSame topicHistorical Studies and Socio-cultural AnalysisFrench-language works237,207