Bibliographic record
Abstract
<p>According to Mikhail Bakhtin, language is ideologically saturated. The verbal constructs—novelistic discourses as “hybrid constructions” here—are loci where centripetal and centrifugal forces collide. Authorial speech, narrator’s speech, and also characters’ speech are interwoven in the text to exhibit diverse ideas, and to disclose polyphonic textualities. In light of Bakhtin’s aforementioned idea, this paper will discuss O. Henry’s attempts to orchestrate “the voices of the city” in four short stories: “The Gift of the Magi,” “An Unfinished Story,”, “Mammon and the Archer,” and “An Unfinished Christmas Story.” New York is portrayed as an ambivalent setting of prosperity and poverty, of dreams built up and broken. Literary devices such as twist endings, parodic adaptations and incorporated genre not only lay bare the textual fictitiousness, but question the permanency of social systems such as capitalism. In addition, the narrators’ descriptions evoke concerns for the exploited within the text, while the self-reflexive authorial intrusions make comments on the hegemonic capitalism with-out. O. Henry, who “speaks through language,” does succeed in creating texts of heteroglossia. Humanistic compassion for the exploited proletarian and social censure against capitalist violence are both displayed.</p>
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How this classification was reachedexpand
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 | 0.001 | 0.001 |
| 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".