"La Fortuna, por siempre y para siempre”, a cross-generational and participatory documentary
Bibliographic record
Abstract
In this paper we reflect about the participatory video methodology, use video creatively in group development work, through the creation process of “La Fortuna por siempre y para siempre”documentary; a personal point of view from twenty eight children, six youngsters and nine adults about life and living together in the neighborhood “La Fortuna”. Photo camaras, vídeo camaras, words, feellings and creativity are the tolls they used. The documentary is part of a communication and educational project that invites the participants to use video and photographic language to reflect on their identity and the world where they live. Most local people live in difficult situation and the neighborhood have a very high ratio of inmigrants. The documentary project promotes the active participation and the social integration of people and collectives from different ages, social conditions, origins and cultures. It was organized by the Intercultural and Emigration Program of La Fortuna Local Government Cabinet depended on Leganés City Council.
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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 | 0.006 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.006 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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 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".