Bibliographic record
Abstract
The framework of citizen media complicates the notion of ‘documentary’ in compelling and crucial ways. Various filmmaking efforts by people trying to address civic issues – whether as a means for enacting social change, shifting public narratives, claiming representational autonomy, or expressing personal ambitions – illuminate critical fissures in the edifice of the documentary truth-claiming modality. This entry provides an overview of these issues as an important access point for understanding citizen-led efforts to claim public expression. It considers four modalities in which citizens have accessed and utilized the documentary form to both enable self-empowerment and challenge representational authority. First, the formation of public-access television and non-profit organizations have played an important role in providing access to production and distribution opportunities, but nevertheless depend on institutional structures to ensure accessibility to the means of production. Key examples will include the work of George Stoney, considered the ‘father of public-access television’ in the US, and the Scribe Video Center operating in Philadelphia since 1982. Second, under the banner of ‘participatory video’, various projects initiated by educators, artists, or other social mobilizers offer important examples of collaborative forms of expression that cede control to unaffiliated individuals and communities. By facilitating the sensibilities of citizen groups, participatory projects may challenge the professional conventions of genre, form and aesthetics. Third, activist-led documentary projects that respond to particular situations or events provide alternative sources from mainstream media that both challenge the authority of conventional documentary and journalistic authorship and advance convincing cases for redressing injustices. A key example here is the Independent Media Center, especially founded to cover the 1999 WTO protests in Seattle. More recent examples elaborate the potential of crowdsourced material and include the making of the 99%: The Occupy Wall Street Collaborative Film, as well as innovative examples from the 2011 uprisings in Egypt, including the locally coordinated efforts of the media collective Mosireen and the internet-based project 18 Days in Egypt. Lastly, the documentary work that has emerged from indigenous communities around the world provides an important global perspective on citizen-led documentary filmmaking. Key examples from Inuit communities in northern Canada, Aboriginal communities in Australia, Maya communities in Central America, among others, demonstrate the way in which such communities utilize documentary modalities to reclaim representational sovereignty.
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 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 | 0.003 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.006 | 0.005 |
| Scholarly communication | 0.011 | 0.007 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.044 | 0.007 |
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".