The fraternal Atlantic: An introduction
Bibliographic record
Abstract
This introduction to the volume on “The Fraternal Atlantic” places the eighteenth-century emergence of freemasonry within the context of the dynamic Atlantic world. It highlights three characteristics that persisted into the twentieth century: the importance of freemasonry to sociability across borders; the tensions within freemasonry between cosmopolitan fraternalism and the turbulent political waters of the modern era, often leading to exclusive practices; and the plasticity of freemasonry that facilitated local adaptations and resiliency. A focus on freemasonry and the fraternal Atlantic offers a bridge between the early modern and modern eras, from the Age of Revolutions to movements for international cooperation after the First World War. It likewise mitigates the tendency of Atlantic scholarship to compartmentalize into various sub-Atlantics, instead seeing the Atlantic world as a zone of interaction with broader global connections.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.006 | 0.005 |
| Scholarly communication | 0.008 | 0.007 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.004 | 0.007 |
| Insufficient payload (model declined to judge) | 0.019 | 0.004 |
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".