Toward ‘more participatory' participatory video: A thematic review of literature
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
Dramatically increased accessibility to recording technologies and participatory nature of today’s information environment certainly have emancipatory potentials. Perhaps, we live in an era that Dziga Vertov once dreamed of: mass authorship of filmmaking reveals the injustice and inequality of the world. However, in reality, we are witnessing political turmoil characterized by partisan division and a surge of populism. Against such a backdrop, we need to rethink the ways to unleash the critical potential of participatory media and reenvision how it can facilitate people’s civic engagements for social transformation. By positing that very act of defining participation as a political struggle, this paper thematically reviews literature and examine how diverse forms of participation manifests through different designs of participatory video projects. Along the journey, I interrogate the premises of participatory video, explore the diversity of the approach, and identify the challenges and dilemmas for making participatory video ‘more participatory.’
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 | 0.006 | 0.047 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
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