“Science. Not Just For Scientists. A Historiographical Analysis of the Changing Interpretations of the Scientific Revolution”
Bibliographic record
Abstract
Traditionally, the Scientific Revolution has been portrayed as an era in history when new developments in fields of ‘scientific’ thought eclipsed the long-held notions presented by religion and philosophy. Historical interpretations subscribing to this view have often presented the Scientific Revolution as a time when significant changes occurred in the way societies understood their world. These historical analyses have focused on a limited suite of ideas – the iconic figures of the Scientific Revolution, the intellectual, methodological and theoretical developments of the era and the shift away from antiquated worldviews. Owing to the decidedly intellectual foci of these investigations, the Scientific Revolution, and the influential figures therein, are depicted as the impetus for modern thought and society as we know it today. However, in recent decades, historical studies of the Scientific Revolution have shifted away from investigations emphasizing the supposedly progressive nature of the era and have chosen to observe aspects of the historical period that are significantly more cultural in tone. For instance, aspects such as the economic impacts of intellectual developments, the self-fashioning practiced by figures during the period and the importance of cultivating various social relationships are observed in order to provide a richer, more socially contextualized presentation of the Scientific Revolution. This paper will compare two modes of historical investigation – Intellectual and Cultural Historical, examine the changes that have occurred in historical interpretations of the Scientific Revolution and illustrate the motivations that have guided these two distinct approaches to history. This historiographical analysis will show how portrayals of the Scientific Revolution have changed over time and developed from something decidedly intellectual in focus, into a much more nuanced, culturally focused form of scholarship.
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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 | 0.006 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.005 | 0.008 |
| Science and technology studies | 0.007 | 0.044 |
| Scholarly communication | 0.011 | 0.014 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.007 |
| Insufficient payload (model declined to judge) | 0.003 | 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".