Studio of Nature: The Transformation of Artists' Studios, 1845–1910
Bibliographic record
Abstract
"Studio of Nature: The Transformation of Artists' Studios, 1845–1910" examines artists' studios in Britain, France, and the United States from the advent of Realism to the Arts and Crafts movement at the turn of the twentieth century. I consider in particular how changing conceptions of the natural environment in the nineteenth century contributed to the emergence of new studio paradigms. The nineteenth century witnessed a dramatic rise in the number of artists who left the studio to paint outdoors. Artists associated with movements as diverse as the Barbizon School, the Hudson River School, Realism, Pre-Raphaelitism, Naturalism, and Impressionism all engaged in plein-air practice to varying degrees. A close engagement not only with physical nature but also with the ideals it represented guided artists working across a variety of artistic genres. In addition to the continued rise of landscape painting in the nineteenth century, the emergence of Realism challenged inherited notions of the studio as a place of retreat that had prevailed since the Renaissance. The positivism that informed artistic movements around midcentury encouraged a direct engagement with reality. While fragments of the natural world could be brought into the studio for study, by and large the studio separated artists from physical nature. This epistemological shift catalyzed numerous studio innovations that unfolded in the decades that followed: the studio was variously transformed into an optical instrument, a mobile apparatus, a transparent prism, and an agent of social reform. As the identity of the modern artist emerged in the nineteenth century, the studio was reimagined to meet the needs of a new generation of artists. "Studio of Nature: The Transformation of Artists' Studios, 1845–1910" foregrounds the significance of the studio as both a contributor to as well as an index of changing artistic standards in the context of modernity.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.010 | 0.009 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.014 | 0.002 |
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".