Germany at war : 400 years of military history
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
Written by experts for use by nonexperts, this monumental work probes Germany's Genius for War and the unmistakable pattern of tactical and operational innovation and excellence evident throughout the nation's military history. * Pulls together all the historical military threads that resulted in modern Germany * Examines wars, battles, leaders, weapons, and strategy and tactics * Features contributors from 14 countries, including official historians from America, Germany, the United Kingdom, Canada, and Estonia * Offers biographies of selected German military leaders who made significant contributions in non-German wars, such as Friedrich Wilhelm von Steuben, Christian von Zweibrucken, and Johann Gottlieb Rall (American Revolution) and Carl Schurz (American Civil War) * Includes 77 original documents, more than half of which were translated into English for the first time for this encyclopedia
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 it