Picturing the<i>Imperator</i>: Passenger Shipping as Art and National Symbol in the German Empire
Bibliographic record
Abstract
The morning of May 23, 1912, witnessed the christening of a new German icon. For many Germans, it was a wonder of the modern age, a powerful symbol of the nation's achievements in industry, engineering, and technology. For others, it was the embodiment of all the evils wrought by political, social, and cultural transformation. Some said it expressed the character of the German people, in a manner similar to Cologne Cathedral and Sanssouci, the palace of Frederick the Great. But there were those who thought it “appeared as a typical manifestation of the new Germany, with its huckstering and obtrusive manners, more a snobbism than a symbol of German competence.” TheKaiserwas fascinated by this expression of the ambition, ingenuity, and might of an Empire in which he believed power rested with himself, the Prussian nobility, and a powerful military complex. And yet Hamburg's mayor, Johann Heinrich Burchard, echoed the feelings of many when he described this new wonder as “above all … the product of a flourishing, self-conscious German middle class.” Although extolled as a symbol of German unity, Social Democrats denounced the modern leviathan as an expression of class inequality and lamented that ten men were killed and one hundred injured while constructing it. With this in mind, how could Germany be proud of what it had achieved?
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.011 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".