Bibliographic record
Abstract
Although A Circular Journey is a collection of essays written over a number of years and previously published in various prestigious literary magazines, the book succeeds as a unified work that takes the reader on a stimulating and satisfying voyage.It serves as a casual autobiography: a record not of the major events in Helen Barohni's life, but of her preoccupations and influences, as well as her devel- opment as a writer.Her journey is divided into the usual three stages: Home, Abroad, and Return; however, Barolini does not conform to the trope of the hyphenated writer.The place where she begins is Syracuse in New York State, and she vividly evokes her family, her house, and the elegant street where she grew up in the 1930s.In a way, her childhood was archetypically American: Nancy Drew mysteries, Saturday afternoon at the movies, and summers at the lake.Her parents were determined "to get past" being Italian and become acceptable.They stopped speaking the language and cut off relatives, "those people", who did not assimilate.
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 | 0.014 | 0.037 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.024 | 0.030 |
| Scholarly communication | 0.030 | 0.036 |
| Open science | 0.003 | 0.021 |
| Research integrity | 0.010 | 0.019 |
| Insufficient payload (model declined to judge) | 0.065 | 0.041 |
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".