Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Vishal Bhardwaj, a filmmaker and composer of Bollywood scores, has achieved considerable popular and critical success worldwide with his two adaptations of Shakespeare, Maqbool (Macbeth) and Omkara (Othello). Both films are very different from those postcolonial adaptations that tend to "talk back" to Shakespeare; instead, Bhardwaj represents the strain of a transcultural adaptation of Shakespeare whose beginnings lay in the nineteenth-century Parsi theater's first forays into indigenizing Shakespearean plays for local audiences. With Maqbool, Bhardwaj creates a film that is unique among those few global cinematic adaptations of Shakespeare that have successfully indigenized Macbeth at the level of setting, plot, language, and generic conventions without diluting the complex issues raised by Shakespeare's play.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it