Fears, Hopes, and Regeneration in <i>Tre fratelli</i>: The Return of the Child in the 1980s
Bibliographic record
Abstract
With Tre fratelli (1981), Francesco Rosi turns to the troubled years when the nation’s ideological fabric began to disintegrate and captures the fear of a nation on the verge of collapse, producing a film of devastating emotional impact. Tre fratelli is the tale of three brothers summoned back to their childhood home in Puglia for the funeral of their mother. These very different brothers serve as a cross section for contemporary Italian society: Raffaele, a self-assured judge in Rome whose life is haunted by the fear of terrorist assassination; Rocco, an idealistic teacher who works at a reformatory in Naples; Nicola, a factory worker and labor organizer in Turin. The brothers’ estrangement from their cultural roots creates a disaffected young generation, which is symptomatic of Italy’s dysfunctional present. The youth’s problems are symbolized by the judge’s teen-age son Giorgio and Rocco’s institutional minors. Only Nicola’s eight-years old daughter Marta embodies a solution of regeneration. A magical presence, she gives life to a historical present in which the human soul contains the seeds of the future.
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.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.015 | 0.022 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.007 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".