A Cross-cultural, Trans-generational Portrait of Italian-Canadians in Adriana Monti’s Two Short Films
Bibliographic record
Abstract
Adriana Monti is an Italian-Canadian independent producer, feminist filmmaker and author. She started her career in Italy in the late 1970s by developing a collaborative and experimental style that allowed the women object of her research to take an active and creative role in her films. This interview centers around her two recent documentaries. Family 001 and Family 005 are two shorts exploring the lives of several influential Torontonians and Montrealers of Italian origin through a series of informal interviews with women, men and members of the same family from diverse age groups. This brings a captivating and often touching perspective of the Italian-Canadian immigrant experience. In the course of this interview, Monti explores the deeper issues of identity, integration, acculturation, shifting gender roles, generational lifestyles and career choices. She also talks about the influence/interference of government in people’s lives and in respect to creativity and cultural life.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.020 | 0.006 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".