Growth of National Consciousness in Punjab in 20th Century
Bibliographic record
Abstract
The 20th century was a period of immense social, political, and cultural upheaval in India, particularly as resistance to British colonial rule intensified across the country. In the Punjab region, a multitude of movements emerged, each driven by distinct objectives but united in their overarching goal to challenge and eventually overthrow British imperialism. The Gadar Movement, the Satyagraha Movement, the Gurdwara Reform Movement, the Babbar Akali Movement, and the Kirti Kisan Lehar were among the most significant of these. Though these movements differed in their methods, ideologies, and specific goals, they all sought to galvanize Indian society against the British colonial machine, each contributing to the broader struggle for independence in its own way. The Gadar Movement, which emerged in the early 20th century, was one of the first revolutionary movements that sought to establish a radical alternative to the British Empire. Fueled by the frustration and anger of Indian immigrants in North America, particularly in the United States and Canada, the Gadar Movement called for armed rebellion against British rule in India. Many of its leaders were Sikh expatriates who had experienced racial discrimination in their new countries, and they saw the British colonial system as a shared oppressor.
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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 | 0.004 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.007 | 0.007 |
| Scholarly communication | 0.011 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".