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Record W4410313934 · doi:10.32920/ifmj.v4i1-2.2058

Liberatory Pedagogy in The Great Tit is a Bird

2024· article· en· W4410313934 on OpenAlexvenueno aff
Arlene Ducao

Bibliographic record

VenueInteractive Film and Media Journal · 2024
Typearticle
Languageen
FieldArts and Humanities
TopicThemes in Literature Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsAestheticsSociologyPedagogyGeographyPsychologyArt

Abstract

fetched live from OpenAlex

As an artist and engineer, I created The Great Tit is a Bird, a science fiction storytelling project that follows Black and Brown femmes and transfemmes, the losses they survive, and the ways they shape our high-tech era even as they are pushed to the margins. The project consists of an audio drama, 3D-animated narrative (fiction) films, and forthcoming animated documentary shorts, and immersive reality films. It was launched by Black and Brown women in the United States and Kenya as a way to creatively examine relationships between elite neoimperial academic spaces centered by the Global North, and women’s networks centered by the Global Majority. The project probes issues its creators have experienced firsthand, including techno-colonization, research misconduct, and threats to bodily/embodied sovereignty. In addition to gender and race, The Great Tit is a Bird explores vulnerability related to other marginalized identities its creators hold. These include disability, carceral status, socioeconomic status, and immigration status. While The Great Tit is a Bird is directly inspired by a range of real-world examples, from the East African women’s empowerment group Inua Kike to the male-dominated academic networks connected to sex trafficker Jeffrey Epstein, its focus on low-income people of color supports its ultimate liberatory goal: survivors of neocolonial aggression affirming solidarity for each other and their community. I originally launched The Great Tit is a Bird during the 2020 pandemic lockdown to process personal trauma—the death of a parent, a reckoning with childhood domestic abuse—as well as the professional challenges I’ve experienced as a student and teacher, conditioned by the banking system so prevalent in college-level STEM education. Since then, I have started to use The Great Tit is a Bird as a pedagogical tool amongst small groups of students. This feels like a genuinely transgressive act for three reasons: the project’s sensitive, personal themes; the sharing of such themes with STEM students conditioned to marginalize their own identities and experiences while in the classroom; and the cultivation of community within an engineering school. Like bell hooks, who originally regarded teaching as a job that would support her vocation as a writer (2) and eventually grew to realize that it was a vital part of her creative practice, I have grown to deeply value teaching as a time and space to cultivate creative community, particularly amongst underrepresented, underestimated, undervalued student technologists yearning to investigate, interrogate, critique and contribute to technical cultures. I am submitting excerpts from The Great Tit is a Bird (https://www.youtube.com/playlist?list=PLSSgjIjqx_paVQXWGaUXMQMTVoAC7Yp_x), which I would discuss with resonant passages from Teaching to Transgress and other relevant texts. I’m grateful for the opportunity to develop this new pedagogical tool, which I will use in sharing The Great Tit is a Bird with my students. To watch additional materials, visit https://thegreattitisabird.com.

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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.831
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 studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0060.000

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 head0.019
GPT teacher head0.298
Teacher spread0.280 · 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
Published2024
Admission routes1
Has abstractyes

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