Bibliographic record
Abstract
CINEMA AS SOCIAL MIRROR: FLAVIA LAVIOSA IN CONVERSATION WITH ITALIAN DIRECTOR FRANCESCA ARCHIBUGI THE need to sublimate the familiar and ordinary in everyday life is a sentiment that underlies Francesca Archibugi's work. She offers audiences carefully orchestrated films dealing with a spectrum of sociological issues relating to the new Italian familyscape. Acting as a psychologist, sociologist, educator and parent, Archibugi can be defined as the director of the ‘growing-up' Italian. She documents, analyzes, chronicles and celebrates the qualities that make children and adolescents cultural protagonists of our era. The following interview is an analysis of the director's film production as a reflection of the socio-cultural changes in modern Italy. Laviosa: Children and adolescents are cultural protagonists in your films in the sense that they, "people of few years of age" as you define them, are often victims of family situations and they seem to act as moral judges towards the...
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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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.005 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.004 | 0.008 |
| Insufficient payload (model declined to judge) | 0.006 | 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".