Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
In this exciting interdisciplinary collection, scholars, activists, and media producers explore the emergence of Indigenous media: forms of media expression conceptualized, produced, and created by Indigenous peoples around the globe. Whether discussing Maori cinema in New Zealand or activist community radio in Colombia, the contributors describe how native peoples use both traditional and new media to combat discrimination, advocate for resources and rights, and preserve their cultures, languages, and aesthetic traditions. By representing themselves in a variety of media, Indigenous peoples are also challenging misleading mainstream and official state narratives, forging international solidarity movements, and bringing human rights violations to international attention. Global Indigenous Media addresses Indigenous self-representation across many media forms, including feature film, documentary, animation, video art, television and radio, the Internet, digital archiving, and journalism. The volume’s sixteen essays reflect the dynamism of Indigenous media-making around the world. One contributor examines animated films for children produced by Indigenous-owned companies in the United States and Canada. Another explains how Indigenous media producers in Burma (Myanmar) work with NGOs and outsiders against the country’s brutal regime. Still another considers how the Ticuna Indians of Brazil are positioning themselves in relation to the international community as they collaborate in creating a CD-ROM about Ticuna knowledge and rituals. In the volume’s closing essay, Faye Ginsburg points out some of the problematic assumptions about globalization, media, and culture underlying the term “digital age” and claims that the age has arrived. Together the essays reveal the crucial role of Indigenous media in contemporary media at every level: local, regional, national, and international. Contributors : Lisa Brooten, Kathleen Buddle, Cache Collective, Michael Christie, Amalia Cordova, Galina Diatchkova, Priscila Faulhaber, Louis Forline, Jennifer Gauthier, Faye Ginsburg, Alexandra Halkin, Joanna Hearne, Ruth McElroy, Mario A. Murillo, Sari Pietikainen, Juan Francisco Salazar, Laurel Smith, Michelle Stewart, Pamela Wilson
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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 it