Bibliographic record
Abstract
Rohinton Mistry (1952- ) is a South Asian Canadian writer. He was born in Mumbai on July 03, 1952. A Fine Balance (1996), Mistry’s second novel, is set in India of mid seventies and focuses especially on the period during Emergency and afterwards i.e. post- Emergency. The setting of the novel is from 1945 to 1984. In this novel Mistry delineates the predicaments of the Chamaars (leather-workers) who are considered untouchables. Mistry is seen to draw abundantly from Indian history, but more purposely to rewrite the history of the marginalized and the oppressed. A Fine Balance is one of the very few Indian English novels which present reader the very essence of Dalit culture. Many other novels confine to portraying Dalit characters by neglecting to include their very life style, culture due to which the characters are too apart from their roots. Dalitness which is the soul of the character itself is not seen in the characterization. That is the reason many works cannot be a part of Dalit Literature in which projecting the Dalit culture is an essential part of it. But A Fine Balance is an exception to it. The novel A Fine Balance is effective in presenting Dalit culture realistically to some extent
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.019 | 0.016 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".