Making Material and Cultural Connections:The Fluid Meaning of "Living Electrically" in Japan and Canada 1920-1960
Bibliographic record
Abstract
This article explores how material and cultural ‘connections’ to households were crucial in defining historical pathways of domestic electrification in Canada and Japan. Though relatively overlooked in the history of energy, we contend that the intricacies of household connections are important in understanding convergence and divergence in electrified ways of life. Electricity’s arrival in urban and rural homes was an uneven process in part due to geographical diversity and the variable connection policies of public or private providers. Selective insights from our two countries show that spatial irregularities in grid expansion and social inequities in the meaning of electrical service further arose out of misalignments between developers’ visions and the diverse material cultures of households. This disparity manifested in the form of disconnections between non-standard wiring and equipment, as well as in the form of consumer resistance, protests and even illicit acts as people fought to get the electrical service they desired. Instead of seeing electrification as a single, universal ideal around which all countries eventually converged, we conclude that it has always been an open-ended, negotiable and culturally fluid process.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.025 | 0.035 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".