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
Fences have been an enduring topic of inquiry by geographers, particularly John Fraser Hart, Cotton Mather, Terry Jordan-Bychkov, Jon Kilpinen, and Charles Gritzner. As Hart and Mather aptly pointed out, [American] fences should not be ignored by the geographer or landscape analyst, for the fence is a significant index of settlement stage and character, as well as often being a clue to the physical environment. Few landscape elements combine so finely the characteristics of the resource base, the cultural matrix and its historical antecedents (1957, 4). We are geographers from the Berkeley School, and we became intrigued with a particular style of fence, the so-called Russell fence (Figure 1), in 1999 while working on another project. Our original objective was to document fifty years of landscape change along the highways of western Canada and Alaska using a technique known as (Figures 2 and 3). The possibilities and perils of this technique have been shown effectively in explorations of landscape change in the American Southwest (Hastings and Turner 1980; Bahre 1991), and there is a rich tradition of the use of repeat photography in many studies (Rogers, Malde, and Turner 1984). The baseline photographs and their locations for our study came from George R. Stewart's N.A. 1: The North-South Continental Highway (1957). Stewart was an English professor who began teaching at the University of California, Berkeley, in the 1920s, such greats as Carl Sauer were shaping Berkeley's geographical tradition. In our opinion, Stewart was also very much a geographer. His book features thirty-eight photographs he took along the Trans-Canada, Cariboo, Hart, and Alaska Highways in the early 1950s. They are accompanied by short essays on the photographs' subject matter, histories of the region (particularly the evolution of transportation), and several maps drawn by Erwin Raisz. For his essay on the Dry Belt, which describes the transitional zones of vegetation and land use along the Cariboo Highway, Stewart photographed an area just south of Lac La Hache, British Columbia (Figure 2). Here he introduced readers to the Russell fence, a Western fence type that evolved in the Cariboo and Chilcotin region of central British Columbia (Figure 4). Interestingly, nearly one-third of the Dry Belt discussion is devoted to the Russell fence. Stewart described its typical form, admitted that he was unable to establish the origin of the name Russell, noted that this type of fence was characteristic of the region, and speculated that it might have evolved when local lumber [was] still to be had for the taking but after wire [had] become cheap (1957, 75). [FIGURE 1 OMITTED] In the summer of 2002, we were reshooting Stewart's photograph near Lac La Hache (Figure 3), his comments so piqued our interest that we decided to further explore and report on the etymology, distribution, history, and status of the Russell fence some fifty years after Stewart took his photographs. The methodology we used for investigating the Russell fence is best summarized by Jordan and his colleagues in their study of the Mountain West: Implicit in the cultural landscape methodology is a heavy emphasis upon field research.... We present here observations and conclusions based on first-hand inspections.... We distrust data gathered in any other manner (Jordan, Kilpinen, and Gritzner 1997, 8). We recorded our observations by location using GPS, maps, and photographs between 1999 and 2002 and summarize our findings in this note. THE RUSSELL FENCE The unique and indigenous Russell fence is based on a series of quadripodal, tripodal, or X-shaped bucks--stanchions--which support the top rails that run between and are wired to their crotches (Figure 5). Suspended from this system by wire are the lower rails, which, Jordan, Kilpinen, and Gritzner note (1997, 99), is what distinguishes the Russell fence from other Western fences, such as the jack-leg and the buck. …
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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