Rural Police and the Defense of the Cattleman’s Empire in Texas and Alberta, 1875–1900
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
Abstract During the cattle boom of the late nineteenth century, homesteaders at either end of the Great Plains raised livestock in conjunction with the cultivation of crops. In order to support their small herds of cattle, these individuals relied on unfettered access to grass and especially water, a resource in short supply on the semi-arid prairies of Texas and Alberta. Larger ranchers and cattle syndicates resented the challenge posed by the settlers and feared the competition for water and grass. Supported by officials in Austin and Ottawa--who favored rapid industrial development on the Plains--cattlemen seized control of the range by fencing pastures and water holes and evicting squatters. When homesteaders resisted this exclusion, government authorities dispatched their rural constabularies--the Texas Rangers and the North-West Mounted Police--to protect a closed but embattled range.
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 | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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