Bibliographic record
Abstract
This article describes the possibilities of art workshops which have been conducted in Fukushima Prefecture that were affected by the earthquake, tsunami, and nuclear power plant accident on March 11, 2011. In coastal areas, many people experienced unexpected domestic migrations/relocations and unwelcome changes in their lives due to the disaster, moving multiple times and living in a state akin to drifting. In these workshops, participants recalled their history and context, created artwork as their navigational chart of life while rebraiding individual narratives with images, memories, and recollections that associated with objects as a part of hyperobjects of tsunami and nuclear disasters. For their complicated situation after the disaster, the workshops provided the opportunities to negotiate with objects as non-human things which have a longer lifespan than humans. It became the activities supporting peoples who lost the continuity of their lives with their hometown. These recovery and support programs through art workshops will be an ecosophic approach based on non-discursive, aesthetic, and ethic means to change the human-centric dominant paradigm.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.007 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.011 | 0.002 |
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".