Bibliographic record
Abstract
By any reckoning this was probably the most important event in world history … since the invention of agriculture and cities. – Hobsbawm 1962:29 Indeed, the Industrial Revolution was an earth-shaking development for human cultures. As Hobsbawm notes, it was a revolution in the true sense of the word. It completely transformed almost every aspect of society and environment from economics to education, ideology, politics, family relations, religions, and, of course, feasting. The first signs of change began to appear in Britain, and slightly later in Europe, in the 1780s, attaining a significant influence on society and governments by the 1840s with the building of the railways and construction of massive heavy industry in Britain. After this time, revolutionary changes in society became a constant feature of life continuing into the present with nuclear and computer developments. Prior to the Industrial Revolution, no previous society had been able to break through the productive barrier created by traditional technology, transport, and social structures. Slave-based empires were the maximum expression of political and cultural complexity that could be achieved, and these summits of achievement stretched capabilities to the limit; they were anything but stable. They generally collapsed after only a few hundred years of existence. What the Industrial Revolution achieved for the first time in human history was a seemingly unlimited ability to produce goods, services, and manpower (in machine form) on a constant around-the-clock output basis, coupled with a voracious ability to find, develop, and use new resources. Profit became the dominant credo, and no amount of human suffering deterred its pursuit until Luddite saboteurs and others began to destroy the means of production and tried to overturn the ruling order. Some of the most serious consequences of the Industrial Revolution were social (Hobsbawm 1962:38). Rural families were driven off their lands for new agribusinesses and to provide cheap and mobile labor for the new factories. Families that had provided mutual assistance in agricultural villages were divided and scattered.
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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 | 0.004 | 0.003 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.120 | 0.029 |
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".