From preachers to suffragists : woman's rights and religious conviction in the lives of three nineteenth-century American clergywomen
Bibliographic record
Abstract
The women's rights movement in nineteenth-century America has primarily been interpreted as a secular movement. However, in From Preachers to Suffragists, Beverly Zink-Sawyer examines the lives of three nineteenth-century clergywomen--Antoinette Brown Blackwell, Olympia Brown, and Anna Howard Shaw--who, seeing their calling to the suffrage movement as an extension of their call to ministry, left the parish to join and become leaders in the movement. Zink-Sawyer tells the stories of their courageous lives, quoting their sermons and writings and tracing their struggles before and after ordination. In doing so, she persuasively demonstrates the vital importance of these leaders--of their religious rhetoric and their theological leadership--in shaping the movement as a whole, reclaiming its religious roots and making a major, even corrective, contribution to American history.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.013 | 0.015 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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".