Bibliographic record
Abstract
Mary Eleanor Wilkins Freeman was a remarkable American writer who flourished for decades at the turn of the 18th and the 19th centuries. She was well-known for regionalism, for she set most of her stories against the New England area where she was born. As a penetrating writer, Freeman endowed her works with profound observations of life that go beyond the confines of local colorism, which enables readers to explore new components at different times. A poetess has long been taken as a sample of feminism since the theory achieved the greatest popularity in the 1960s. As a piece of great literary works is open to diverse interpretations, A poetess, in the light of Modernity Criticism, demonstrates Freeman’s concerns for the modern development of human society and the adversities that go side by side with the process. Centering on the characterization of Betsy Dole as well as Mrs. Caxton, the minister, and the printer, the article aims at revealing the writer’s contemplations on modernity in the short story. Key words: A Poetess; Modernity; Betsy Dole
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 | 0.002 | 0.006 |
| 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 | 0.034 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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".