A catalogue and inventory for Roberto Ariganello's personal collection at Canadian filmmakers distribution centre
Bibliographic record
Abstract
This is an applied project wherein 86 films by independent filmmaker Roberto Ariganello were catalogued at Canadian Filmmaker Distribution Center (CFMDC) from January-June 2018. Ariganello is acknowledged as one of the most vital cultural workers when it comes to his devotion to the independent film and art industries, and as a grouping of orphan films, this collection of Ariganello’s has been ignored for a long period of time. The outcome is an inventory for a box containing Roberto Ariganello’s collection, which is stored at CFMDC. There are two chapters: the first is a biography, and study of the status and achievement of Ariganello as an independent filmmaker, as well as a brief history of different gauges of film. The second chapter offers a reflection on the process of cataloguing, a critical analysis of the collection, and preservation recommendations.
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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 | 0.004 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.032 | 0.037 |
| Science and technology studies | 0.008 | 0.002 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.129 | 0.054 |
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".