Stormy Weather: Cyclones, Harold Innis, and Port Alberni, BC
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
This paper uses the work of the Canadian economic historian, Harold Innis, to reflect on the nature of resource economies and the single-industry towns that form their backbone. For Innis resource or staple economies are subject to extreme spatial and temporal disruptions that are both creative and destructive. Single-industry towns are on the front line of both that creativity and that destructiveness. They enjoy rapid growth when a new resource is found, but are equally hastily abandoned when resources run out, or prices fall. Innis used the metaphor of the cyclone to depict this pattern of staples accumulation and consequent crisis. This paper will, first, elaborate on Innis's general cyclonic scheme that joins space, time, and staples production, and second, provide a case study of the forest-industry town of Port Alberni, British Columbia, to exemplify his argument.
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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 | 0.000 | 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 | 0.000 |
| 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