Bibliographic record
Abstract
Abstract Modern discussions of nineteenth-century-male fashion claim that this was the period when male dress was standardized into a uniform of acceptable respectability. Indeed, to twenty-first-century eyes, the prevailing image of the Victorian male seems to be a homogenous mass of black suits, bowler hats and stiff collars. Contemporary observers were able to instantly size up a man’s character, class and professional ambitions by a mere glance at their clothing. The collar, whether paper, linen or celluloid, became the locus of social distinction, and is therefore the best example of the nuanced associations attached to male clothing during the late nineteenth century. Taking a material culture approach, with additional support from popular literature and visual sources, may help historians to better understand and interpret the strict hierarchy of Victorian men and the uniforms that prescribed their social existence. Questions of sincerity, aspiration and moral uprightness are also inextricably linked to this topic, and the conclusions drawn may have additional implications for how scholars and historians understand the corresponding feminine sphere during this period.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.017 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.000 |
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".