Bibliographic record
Abstract
It is now almost impossible to conceive of life in western Europe, either in the towns or the countryside, without a reliable mains electricity supply. By 1938, two-thirds of rural dwellings had been connected to a centrally generated supply, but the majority of farms in Britain were not linked to the mains until sometime between 1950 and 1970. Given the significance of electricity for modern life, the difficulties of supplying it to isolated communities, and the parallels with current discussions over the provision of high-speed broadband connections, it is surprising that until now there has been little academic discussion of this vast and protracted undertaking. This book fills that gap. It is divided into three parts. The first, on the progress of electrification, explores the timing and extent of electrification in rural England, Wales and Scotland; the second examines the effects of electrification on rural life and the rural landscape; and the third makes comparisons over space and time, looking at electrification in Canada and Sweden and comparing electrification with the current problems of rural broadband.
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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 | 0.005 | 0.005 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.024 | 0.007 |
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".