Bibliographic record
Abstract
The term “early Netherlandish art” here refers to objects produced, and to a considerable extent consumed, between roughly 1380 and 1520 in the Low Countries, an area that encompasses modern-day Belgium and the Netherlands. This region underwent a number of seismic cultural shifts during the “long 15th century,” including the birth of modern banking, the rise of regional and linguistic identity, the growth of a middle class, and fundamental changes in vernacular religious practice. Part and parcel of these changes was a remarkable efflorescence of visual expression motivated by shifts in economic and political identity and fueled by the readily available capital, both owned and loaned. The historical result is a visual culture that demonstrates remarkable complexity. Visual piety, for instance, betrays significant evidence of vernacular literacy (propelled by the printing press), its objects requiring responses that are both emotionally charged and thoughtful, at times even erudite. Far from simply a mechanism to extract tears from a credulous populace, religious imagery became an ever more refined and idiosyncratic tool for self-reform. Political expression seems to have become similarly complex, with civic identity becoming ever more important as conflicts between cities and their noble rulers became increasingly common. Thus, while in some ways visual expression represented a continuation of earlier practices, this efflorescence in the visual arts presented opportunities for the enterprising artist to transform how people conceived of art in the first place. It should come as no surprise, then, that artists who commanded high prices and enjoyed a large body of quite competitive patrons—including Jan van Eyck, Hugo van der Goes, the Limbourg brothers, Gerard Loyet, Claus Sluter, and Rogier van der Weyden—were both able and willing to pursue quite striking and, at times, boldly self-conscious sorts of innovation. Indeed, it is hardly surprising that such innovation should occur, given both the expansion of the market for art and the kinds of discernment that governed it.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.063 | 0.009 |
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".