Das Motorrad: Ein deutscher Sonderweg in die automobile Gesellschaft
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Frank Steinbeck’s book is a meticulously researched account of certain aspects of German motorcycle history in the twentieth century. Before World War Two, Germany was a nation of motorcyclists, a country where per capita ownership of motorcycles was higher than anywhere else in the world and where car ownership lagged far behind the USA, Great Britain and France. In 1938, Germans owned one half of all motorcycles worldwide but only 4% of all automobiles (p. 9). The premise of this revised PhD dissertation about Germany’s ‘special path’ towards a motorized society—that it was made on a seat or sidecar rather than behind a steering wheel—is not new. Rudy Koshar, a noted historian of German automobility, though one Steinbeck overlooks, has highlighted dramatic differences in historical motorization trends, and Sasha Disko emphasized the special role of the motorcycle in Germany’s ‘deviant path’ (her term) in a 2008 dissertation. Yet Steinbeck definitely adds further detail to the basic picture. Using a wide array of primary sources drawn from federal, state, company (Daimler, for example) and driving club archives, alongside contemporary newspapers, motorcycle journals and magazines, he gathers together important elements of what it meant to produce, purchase, license, insure, park and repair a motorcycle in Germany during the last century.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.022 | 0.011 |
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 it