Bibliographic record
Abstract
ONE LEAGUE OF SOCIAL CONSCIOUSNESS: CONVERSATION WITH SRI LANKAN DIRECTOR DHARMASENA PATHIRAJA He has been referred to as a "rebel with a cause," an "enfant terrible of the '70s, and is widely recognised as the pioneer of Sri Lankan cinema's "second revolution." However, from his speech and writings, one gathers Dharmasena Pathiraja is more interested in re-examining the values that underpin such popular labels than to let his work be framed by mere posturing. If Lester James Peries has been credited with the establishment of an indigenous Sinhala cinema coinciding with Sri Lanka's political, social and cultural revolution during the mid-1950s, and whose works were categorised as "art films" dissimilar to those of mainstream filmmaking, Dharmasena Pathiraja's arrival on the scene in the 1970s would redefine a socially conscious Other to Peries' gaze on "bourgeois idealism." For Pathiraja, critical engagement would be his "alternative."...
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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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.032 | 0.009 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.005 | 0.015 |
| Insufficient payload (model declined to judge) | 0.016 | 0.003 |
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".