Mad at the world a life of John Steinbeck
Bibliographic record
Abstract
"A biography of one of America's most popular and misunderstood authors, John Steinbeck. This first full-length biography of the Nobel Laureate to appear in a quarter century explores John Steinbeck's long apprenticeship as a writer struggling through the depths of the Great Depression, and his rise to greatness with masterpieces such as The Red Pony, Of Mice and Men, and The Grapes of Wrath. His most poignant and evocative writing emerged in his sympathy for the Okies fleeing the dust storms of the Midwest, the migrant workers toiling in California's fields, and the laborers on Cannery Row, reflecting a social engagement--paradoxical for all of his natural misanthropy--radically different from the writers of the so-called Lost Generation. A man by turns quick-tempered, contrary, compassionate, and ultimately brilliant, Steinbeck took aim at the corrosiveness of power, the perils of income inequality, and the growing urgency of ecological collapse, all of which drive fierce public debate to this day"--
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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.005 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.008 | 0.005 |
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".