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Record W7154841387 · doi:10.59236/emro.v27i10a128

Asog

2025· article· W7154841387 on OpenAlexaboutno aff
Johnnie N. Gray

Bibliographic record

VenueEducational Media Reviews Online · 2025
Typearticle
Language
FieldArts and Humanities
TopicSouth Asian Cinema and Culture
Canadian institutionsnot available
Fundersnot available
KeywordsMovie theaterDepictionShort FilmFilm directorFeature filmTheme (computing)

Abstract

fetched live from OpenAlex

Distributed by Film MovementProduced by Rey Aclao, Seán Devlin, and Arnel PabloDirected by Seán Devlin2023, Streaming, 101 mins Asog is a film that almost defies categorization. Residents of Sicogon Island reel from the aftereffects of Super Typhoon Hiyan. No trained actors were used for the film; scenes were mostly improvised, which leads to a realistic depiction of people documenting their lives after the typhoon. Part documentary, part drama, part comedy; Asog follows Rey “Jaya” Aclao, a transgender comedian who ventures out after losing their teaching job to go on a road trip to possible win money at a drag show. Along the way, Jaya meets people with specific stories of how their life was changed by the massive storm. Not only is death ever present, but environmental impact, displacement of ancestral lands and climate change are all touched on and make for a very compelling story. Enjoyable and entertaining. An interesting film from the Philippines. Suitable for those studying that part of the world, Philippine culture, or climate change. Adults would be able to understand the intricacies of the film better than those in grade school. Suitable for higher education and general viewing. Awards:Audience Award, Vancouver International Film Festival; Best Feature Film Critics Prize, Ibiza Cinema Fest; Best Film, Hawaii International Film Festival; Outstanding Screenwriting, L.A. Outfest; Frameline Completion Fund, Frameline International LGBTQ Film Festival

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.641
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0430.003

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.

Opus teacher head0.042
GPT teacher head0.327
Teacher spread0.285 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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
Published2025
Admission routes1
Has abstractyes

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