Bibliographic record
Abstract
Although a host of adventurers stormed west in 1806 after Lewis and Clarks safe return, seven of them left unique legacies because of their monumental journeys, their lionhearted spirit in the face of hardship, and the way their paths intertwined time and again. The Perilous West tells this riveting story in depth for the first time, focusing on each of the seven explorers in turn Ramsay Crooks, Robert McClellan, John Hoback, Jacob Reznor, Edward Robinson, Pierre Dorion, and Marie Dorion. These seven counted the Tetons, Hells Canyon, and South Pass among their discoveries. More importantly, they forged the Oregon Traila path destined to link the Atlantic coast with the Pacific, spurring national expansion as it carried trappers, soldiers, pioneers, missionaries, and gold-seekers westward. The PerilousWest begins in 1806, when Crooks and McClellan meet Lewis and Clark, and the vast expanse from the Dakotas to the Pacific coast appears a commercial paradise. The story ends in 1814, when a band of French Canadian trappers rescue Marie Dorion, and even John Jacob Astors well-financed enterprise has ended in violence and chaos, placing the protagonists squarely in the context of Thomas Jeffersons monumental opening of the West, which stalled with the War of 1812.
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 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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.004 |
| Scholarly communication | 0.008 | 0.007 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.057 | 0.015 |
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".