Bibliographic record
Abstract
MODEL LIVES: THE SOCIAL VALUE OF FILMED ARTS LIVES Film has developed thus far as a medium either for entertainment or education, but seldom for both at once. The problem has been, not that educational entertainment is oxymoronic, but rather the limited vision of filmmakers. Biographical film has the generic potential to be a meeting place for the documentary demands of scholarship and the escapist or cathartic demands of audienceship. There is no reason that factual accuracy and historicity should be dull and dry as dirt; the difference is made in the telling - the Canterbury pilgrims understood that. Their Tales were to be judged on the narrative balance of solace and sentence, their ability simultaneously to delight and instruct. Lewis Lockwood makes two observations on this point, in his discussion of the film Immortal Beloved. He says that a "deep disdain, ill-concealed scorn, for mass audiences, is one...
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How this classification was reachedexpand
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 | 0.000 | 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".