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
Abstract This account of Philip Roth traces the psychological and artistic origins of his creative life. It examines the major events of his career, while identifying a series of personal themes in his writing, from his relationship with Judaism to family, marriage, Eastern Europe, and America. It addresses his private challenges, from romance and health to surviving as a writer burdened with success. The book also reflects how living outside the United States, initially in Italy and then England, plus his visits to Eastern Europe and exposure to their oppressed writers, affected his writing. In particular, it primed him for a new engagement with American political and social history, resulting in a renewed determination to rewrite America through his American trilogy and The Plot Against America. Although chronology is the framework, this is a thematic reading of Roth’s life and career with attention to family, self-identity, and success. A set of contrasting angles form this approach, beginning with his prolonged sense of discontent yet public image of success, his search for sustained relationships but then decision to end them, his idealization of his parents but persistent undercurrent of criticism. Three overlapping issues provide the impetus for this reading: the aesthetic, the emotional, and the historical. The lasting importance of such themes as anger, betrayal, and failure has a vital role in understanding Roth’s character and work. So, too, does his sense of performance on and off the page.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.550 | 0.006 |
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