Bibliographic record
Abstract
Manto highlighted the political, social, economic and psychological problems of his era. Reflected the sentiments of Indians against political oppression and it. Not only did he carry the revolutionary thought of Marxism in his fictions, but he also looked into the eyes of imperialism and did not back down from his position. Lava was boiling in his chest against British imperialism. He had a strong hatred for the capitalist system and class exploitation. His philanthropy is evidenced by the planning in his mind for the eradication of poverty. Minto had no enmity with British imperialism nor was he harassed by the implementation of the new law. Rather, they were against the system behind which the imperialist forces were working, which was poison for the lower classes of the subcontinent. Due to which the economic and economic development of the subcontinent was dependent. By boycotting this imperialist system, Minto proved that the people of the subcontinent wanted real freedom. In which the laborer gets the reward of earning. Slaves are free. They can revolt against oppression and oppression in the face of oppressive and cruel ruler.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.979 | 0.981 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".