Bibliographic record
Abstract
This attractively designed Web site presents the Underground Railroad activity of abolitionists in the Williamsport area of Pennsylvania, a very important link in the historic route from the slave South through Pennsylvania and western New York State to freedom in Canada. The central character is Daniel Hughes, an American Indian whose part in helping escaping slaves is not widely known. According to family history, documented and recounted by Hughes's great-granddaughter, Mamie Sweeting Diggs, Hughes was a river raftsman whose business on the Susquehanna River took him into Maryland. On return trips, he brought escaping slaves to freedom. Hughes and two of his sons undertook classic Underground Railroad activities, hiding fugitives in secret compartments and laying traps for slave catchers. Also prominently part of the story are white abolitionists, many Quakers, and one black man named George Roach who worked with the Hughes men on the Underground Railroad. In one sense, this site tells a familiar story. The romantic version of the story—the secret hiding places, false wagon bottoms, lantern signals, dedicated white conductors, and narrow escapes—comes largely from clandestine activities in such border states as Pennsylvania. Through five effectively presented oral history narratives by Diggs, however, this site also reveals the systematic aid to fugitives given by Indian communities in the North. Oral histories seem an especially appropriate vehicle for this experience shared by two peoples who rely on oral tradition.
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 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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".