Bibliographic record
Abstract
Sinclair Lewis was an American novelist, short-story writer, and playwright. Born in the small town of Sauk Centre, in Minnesota, Lewis was the youngest of three boys; the eldest, Fred, was born in 1875, followed by Claude in 1878. Lewis was a sensitive and bookish boy, un-athletic and vulnerable. His, father Edwin J. Lewis, a doctor and a strict, domineering father, had a hard time understanding his youngest son, and sadly Lewis's mother, Emma Kermott Lewis, died when he was six years old; her death had a lasting impact of Lewis’ life and writing. In 1892, Edwin J. Lewis remarried Isabel Warner, a kind and deeply maternal woman who became a friend and confidant to the lonely Lewis. Lewis’ works are known for their satirical representation of the pettiness of American life and values, revolving around such icons of Americanism as religion, patriotism, small-town life, and commercial capitalism. The narrowness of this lens, however, must be located within the broader realm of turmoil against a world order which Lewis felt was all about commerce: a buying and selling that produced only greed and dissatisfaction.
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 | 0.004 | 0.002 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.048 | 0.018 |
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".