Mapping the Material World— Logistics in the Historical Narratives of Fernand Braudel
Bibliographic record
Abstract
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.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.015 | 0.018 |
| Scholarly communication | 0.010 | 0.009 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".