Mass Appeal(s): Representations of Women’s Public Speech in Suffrage Literature
Bibliographic record
Abstract
Abstract: This article considers the emergence of women into the public sphere during the nineteenth and early twentieth centuries via portrayals of women’s public speech in three literary texts associated with the suffrage movement—Laura J. Curtis’s Christine: Woman’s Trials and Triumphs (1856), Elizabeth Robins’s The Convert (1907), and The Sturdy Oak: A Composite Novel of American Politics (1917), edited by Elizabeth Jordan. All three novels depict members of the suffrage movement negotiating tensions between private and public, speaker and audience, leader and led, and individual and crowd or collective. Read together, the novels register a transition from an early focus on the female public speaker as an individual set apart from the crowd—and thus as a single, authoritative voice—to an increasing interest in the dynamics of an integrated relationship between speaker and crowd, which ultimately results in the development of a more democratically informed conceptualization of political action and appeal. In this way, the novels offer valuable insight into women’s growing understanding, during the period, of what it means to organize a mass movement and, in a more general sense, to participate in public space.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".