From Newly Discovered Margins: Ray's Responses to the Center
Bibliographic record
Abstract
To the late but perennially alive Larry Schwartz, who loved India and Ray; Cuthbert Lethbridge, the finest individual Ray archivist; and the late Jason Fernandes, for fun-filled M.A. “Ray” Days at The Aakashvani Introduction Ray's humanism was endorsed by the bhadralok “center” (i.e., the Bengali middle class) to which he belonged. However, as the climate of India in general and Bengal in particular deteriorated in the 1990s on all fronts – political, cultural, social – and as this deterioration was felt in an everyday experience of “marginality,” Ray was forced into a search for an alternative authenticity to the notions of bhadralok centrality. He started off by questioning the powerful fundamental beliefs of Hinduism, sanctioned by conniving bhadralok bureaucrats and fanatical religious zealots in Ganashatru (An Enemy of the People , 1989). This start was not auspicious, however, because the character chosen to question these “centrist” tendencies was not very convincing. Critic Asoke S. Viswanathan identifies accurately the confusions in Ray's characterization of Dr. Ashoke Gupta: “Where indeed is the cinematic isolation of the good doctor struggling to convince an insensitive, brute majority of the dangers of blind faith?” The characterization lacked conviction because the doctor's isolation emerged from living in an idealist's fool paradise. The same complaint may be leveled against Ray's depiction of Ananda Majumdar, the ailing father and founder of Anandnagar in his next film, Shakha Proshaka : Both men work in the public sphere of contemporary India, yet both seem completely unaware of the excesses that are ubiquitous there.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.013 | 0.014 |
| Scholarly communication | 0.008 | 0.008 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.004 | 0.011 |
| Insufficient payload (model declined to judge) | 0.015 | 0.002 |
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".