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Record W4232261383 · doi:10.32920/ryerson.14653971.v1

A catalogue and inventory for Roberto Ariganello's personal collection at Canadian filmmakers distribution centre

2021· preprint· en· W4232261383 on OpenAlexaffabout
Ningjiao Han

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldArts and Humanities
TopicArtistic and Creative Research
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsFilm directorArt historyData collectionBiographyReflection (computer programming)ArtVisual artsMovie theaterSociologyComputer scienceSocial science

Abstract

fetched live from OpenAlex

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.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.576
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0050.000

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.

Opus teacher head0.042
GPT teacher head0.247
Teacher spread0.205 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2021
Admission routes2
Has abstractyes

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