Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Taken to Europe as a slave, he found his way home and changed the course of American history “A captivating, elegantly written biography.”—Melanie Kirkpatrick, Wall Street Journal Named a Best Native Studies Book of 2024 by Tribal College Journal American schoolchildren have long learned about Squanto, the welcoming Native who made the First Thanksgiving possible, but his story goes deeper than the holiday legend. Born in the Wampanoag-speaking town of Patuxet in the late 1500s, Squanto was kidnapped in 1614 by an English captain, who took him to Spain. From there, Englishmen brought him to London and Newfoundland before sending him home in 1619, when Squanto discovered that most of Patuxet had died in an epidemic. A year later, the Mayflower colonists arrived at his home and renamed it Plymouth. Prize-winning historian Andrew Lipman explores the mysteries that still surround Squanto: How did he escape bondage and return home? Why did he help the English after an Englishman enslaved him? Why did he threaten Plymouth’s fragile peace with its neighbors? Was it true that he converted to Christianity on his deathbed? Drawing from a wide range of evidence and newly uncovered sources, Lipman reconstructs Squanto’s upbringing, his transatlantic odyssey, his career as an interpreter, his surprising downfall, and his enigmatic death. The result is a fresh look at an epic life that ended right when many Americans think their story begins.
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.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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 it