Bibliographic record
Abstract
Born Erich Paul Remark in Osnabrück, Germany, Erich Maria Remarque is best known for his influential anti-war novel Im Westen nichts Neues (1929, All Quiet on the Western Front). First serialized in the Vossische Zeitung in 1928, All Quiet was launched with an unprecedented advertising campaign. Hailed as ‘the great war novel’, the book spawned a world-wide readership with translations into over twenty-five languages, and a film (directed by Lewis Milestone) in 1930. Written within just a few months in 1927, All Quiet on the Western Front toys with autobiographical references. The protagonist Paul Bäumer is a nineteen-year old war veteran whose seemingly non-consequential death in October 1918, on a ‘quiet’ day on the Western front, stands for the shared fate of millions of soldiers obscured by the unprecedented violence and horror of World War I. Remarque changed his name after the war, dropping his middle name Paul, and adopting his mother’s name, Maria, while also Gallicizing the spelling of his last name, thereby blurring national boundaries.
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.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.023 | 0.014 |
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".