Bibliographic record
Abstract
In 1849, Harriet Jacobs joined Posts’ household after Nell returned to Boston, and Sojourner Truth befriended Amy in 1851. The Posts invited black and white friends to their home, and Amy helped organize an interracial dinner during a WNYASS convention. Still aiding a flood of fugitive slaves, the Posts became increasingly involved in woman’s rights, spiritualism, temperance, and the Congregational Friends. Susan B. Anthony settled in Rochester in 1849 and joined Amy in woman’s rights and temperance efforts. As Isaac became absorbed in spiritualism, Amy travelled to antislavery and woman’s rights conventions, visited William Nell in Boston, and toured fugitive communities in Canada. While honing her skills as a conductor across movements, Post also confronted her limits. In 1849 Julia Griffiths arrived from Scotland to aid Douglass’s work. More attracted to political abolitionism and affluent supporters than to radical activists, Griffiths nonetheless hoped to gain Post’s support. Instead, as Douglass grew closer to Griffiths, he became more critical of Post. The gulf widened when Griffiths organized the Rochester Ladies’ Anti-Slavery Society and Douglass embraced political abolitionism. Still, Post remained close with Nell, Jacobs, and Truth, who shared her spiritualist and women’s rights views as well as her radical abolitionism.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.023 | 0.007 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.020 | 0.004 |
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".