Bibliographic record
Abstract
In 1988, a movie about movies and their crucial role in shaping the modern world, called Cinema Paradiso (in Italy Nuovo Cinema Paradiso), by the then-emerging Italian director Giuseppe Tornatore, ends with one of the most heart-wrenching scenes in cinema history. The protagonist, Totò, who as a boy in the 1950s used to love going to the movie theater of his village, called Cinema Paradiso, and helping out the projectionist Alfredo is left a package by Alfredo, after his death. He goes back to the small village of his youth as a famous director, and is welcomed by those who still are alive to remember him. Totò opens the package when he is back home in Rome and finds in it all the forbidden kissing scenes that were censored by the kindly and well-meaning parish priest of his childhood. The scene is accompanied by the wistful music of Ennio Morricone, recalling the kindness of Alfredo and his love for Totò. The kiss is thus transformed into a nostalgic symbol of a simpler and more naïve time, now almost forgotten.
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 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 | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".