Bibliographic record
Abstract
Basavaraj Naikar's novel The Sun of Freedom (2020) is fictionalization of the colonial history of India, particularly of the Deccan region. Here the conflict between Bhaskararao Bhave, king of Naragund and East India Company around 1857 is presented to reflect the whole Indian history of the time. In the novel traditionally preserved culture is also fictionalised in an artistic manner. The novel is a faithful record of the turbulent period of the Colonial history of India visa-vis Naragund where collective political consciousness and identity collapse with the advent of colonialism and British Paramouncy resulting in the loss of national freedom. By this time Lord Dalhousie, the then Governor General of India passed two Acts - "Doctrine of Lapse" and "Disarmament Bill" around 1845. Both the Acts were against the freedom of the native kings of South India. The East India Company attacked at Naragund Palace and possessed it thereby making Bhaskararao flee. His effort to recover Naragund by meeting even Nana Saheb in Nepal was of no avail. Ultimately the narrative shows the tragic death of Bhaskararao somewhere in North India.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.015 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 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".