Bibliographic record
Abstract
The rebirth of the documentary began only with Flaherty's Nanook. The documentary became a genre, and the masterpieces hold an important place in cinema, almost at the same level as the comedies. The documentary once again fell into neglect for some years, and the dramatic film, in its turn influenced by the documentary form, slowly perfected itself. The chapter aims to repaint the Italian filmic landscape that historically surrounded the neorealist film movement by offering a symptomatic reading of Roberto Rossellini's career. It focuses on two powerful historical moments bookmarking the neorealist movement: the late 1930s to early 1940s, right before World War II, and the mid-to late-1950s. The scholarly reluctance to examine the relationship between neorealism and the history of nonfiction filmmaking in Italy can perhaps be traced to the privileged place neorealism has occupied in the history of Italian cinema.
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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 | 0.005 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.055 |
| Scholarly communication | 0.018 | 0.012 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.009 | 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".