Bibliographic record
Abstract
In 1928, 'Joanna', a writer for the White Star passenger magazine, labelled women who took their cruise journeys 'fashion plate heroines'. Cunard Magazine, the passenger magazine of the Cunard company, published photographs of the eminent journeyers. These images illustrate a key way in which women journeyers were represented and the values with which transport companies wanted their journeys to be associated: elegance, fashionability and modernity. French artist Jacques-Joseph, or James, Tissot produced many of the earliest images of women journeyers. Tissot's depiction of the emerging middle classes outraged his critics: they believed that he glamorized the social-climbing nouveaux riches and their attempts to mimic their social superiors. From the turn of the twentieth century images of women journeyers began to appear far more frequently in transport company advertising. The woman in the poster promoting Cunard's USA and Canada service is particularly vigorously healthy, with glowing skin and windswept auburn hair.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.053 | 0.013 |
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".