Bibliographic record
Abstract
Being contrasted to the idea of disability-free aging as positive and successful aging, ill, impaired, older persons who are 'dependent' (physically, socially, economically) are often devalued and stigmatized in ageist and ableist societies.Tracing the extraordinary life course and artistic practices of Tuuli Helkky Helle , an older Finnish dancer who lived with cerebral palsy, this paper highlights how she had reclaimed 'dependency' in a positive term and had visualized the beauty and power of the interconnected, interrelated, and caring relationships in her arts and life.From her 60s until her 80s, as an artist and activist, she participated in various dance pieces, radical nude photography series, and activist performances for older adults with disability.This article is the first academic article that documents her remarkable works and examines her dancing body.Drawing on the theoretical perspective of Ann Cooper Bright (2017; 2019) about gravity, interconnectedness, and disabled and aged bodies and Pia Kontos's notion of "relational citizenship" (2017), this paper illuminates on the alternative danceability of aged-disabled body.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.017 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.015 | 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".